robustness_top1s.csv

model,greyscale,imagenet-a,imagenet-c.brightness.1_in-memory,imagenet-c.brightness.1_on-disk,imagenet-c.brightness.2_in-memory,imagenet-c.brightness.2_on-disk,imagenet-c.brightness.3_in-memory,imagenet-c.brightness.3_on-disk,imagenet-c.brightness.4_in-memory,imagenet-c.brightness.4_on-disk,imagenet-c.brightness.5_in-memory,imagenet-c.brightness.5_on-disk,imagenet-c.contrast.1_in-memory,imagenet-c.contrast.1_on-disk,imagenet-c.contrast.2_in-memory,imagenet-c.contrast.2_on-disk,imagenet-c.contrast.3_in-memory,imagenet-c.contrast.3_on-disk,imagenet-c.contrast.4_in-memory,imagenet-c.contrast.4_on-disk,imagenet-c.contrast.5_in-memory,imagenet-c.contrast.5_on-disk,imagenet-c.defocus_blur.1_in-memory,imagenet-c.defocus_blur.1_on-disk,imagenet-c.defocus_blur.2_in-memory,imagenet-c.defocus_blur.2_on-disk,imagenet-c.defocus_blur.3_in-memory,imagenet-c.defocus_blur.3_on-disk,imagenet-c.defocus_blur.4_in-memory,imagenet-c.defocus_blur.4_on-disk,imagenet-c.defocus_blur.5_in-memory,imagenet-c.defocus_blur.5_on-disk,imagenet-c.elastic_transform.1_in-memory,imagenet-c.elastic_transform.1_on-disk,imagenet-c.elastic_transform.2_in-memory,imagenet-c.elastic_transform.2_on-disk,imagenet-c.elastic_transform.3_in-memory,imagenet-c.elastic_transform.3_on-disk,imagenet-c.elastic_transform.4_in-memory,imagenet-c.elastic_transform.4_on-disk,imagenet-c.elastic_transform.5_in-memory,imagenet-c.elastic_transform.5_on-disk,imagenet-c.fog.1_in-memory,imagenet-c.fog.1_on-disk,imagenet-c.fog.2_in-memory,imagenet-c.fog.2_on-disk,imagenet-c.fog.3_in-memory,imagenet-c.fog.3_on-disk,imagenet-c.fog.4_in-memory,imagenet-c.fog.4_on-disk,imagenet-c.fog.5_in-memory,imagenet-c.fog.5_on-disk,imagenet-c.frost.1_in-memory,imagenet-c.frost.1_on-disk,imagenet-c.frost.2_in-memory,imagenet-c.frost.2_on-disk,imagenet-c.frost.3_in-memory,imagenet-c.frost.3_on-disk,imagenet-c.frost.4_in-memory,imagenet-c.frost.4_on-disk,imagenet-c.frost.5_in-memory,imagenet-c.frost.5_on-disk,imagenet-c.gaussian_blur.1_in-memory,imagenet-c.gaussian_blur.1_on-disk,imagenet-c.gaussian_blur.2_in-memory,imagenet-c.gaussian_blur.2_on-disk,imagenet-c.gaussian_blur.3_in-memory,imagenet-c.gaussian_blur.3_on-disk,imagenet-c.gaussian_blur.4_in-memory,imagenet-c.gaussian_blur.4_on-disk,imagenet-c.gaussian_blur.5_in-memory,imagenet-c.gaussian_blur.5_on-disk,imagenet-c.gaussian_noise.1_in-memory,imagenet-c.gaussian_noise.1_on-disk,imagenet-c.gaussian_noise.2_in-memory,imagenet-c.gaussian_noise.2_on-disk,imagenet-c.gaussian_noise.3_in-memory,imagenet-c.gaussian_noise.3_on-disk,imagenet-c.gaussian_noise.4_in-memory,imagenet-c.gaussian_noise.4_on-disk,imagenet-c.gaussian_noise.5_in-memory,imagenet-c.gaussian_noise.5_on-disk,imagenet-c.glass_blur.1_on-disk,imagenet-c.glass_blur.2_on-disk,imagenet-c.glass_blur.3_on-disk,imagenet-c.glass_blur.4_on-disk,imagenet-c.glass_blur.5_on-disk,imagenet-c.impulse_noise.1_in-memory,imagenet-c.impulse_noise.1_on-disk,imagenet-c.impulse_noise.2_in-memory,imagenet-c.impulse_noise.2_on-disk,imagenet-c.impulse_noise.3_in-memory,imagenet-c.impulse_noise.3_on-disk,imagenet-c.impulse_noise.4_in-memory,imagenet-c.impulse_noise.4_on-disk,imagenet-c.impulse_noise.5_in-memory,imagenet-c.impulse_noise.5_on-disk,imagenet-c.jpeg_compression.1_in-memory,imagenet-c.jpeg_compression.1_on-disk,imagenet-c.jpeg_compression.2_in-memory,imagenet-c.jpeg_compression.2_on-disk,imagenet-c.jpeg_compression.3_in-memory,imagenet-c.jpeg_compression.3_on-disk,imagenet-c.jpeg_compression.4_in-memory,imagenet-c.jpeg_compression.4_on-disk,imagenet-c.jpeg_compression.5_in-memory,imagenet-c.jpeg_compression.5_on-disk,imagenet-c.motion_blur.1_in-memory,imagenet-c.motion_blur.1_on-disk,imagenet-c.motion_blur.2_in-memory,imagenet-c.motion_blur.2_on-disk,imagenet-c.motion_blur.3_in-memory,imagenet-c.motion_blur.3_on-disk,imagenet-c.motion_blur.4_in-memory,imagenet-c.motion_blur.4_on-disk,imagenet-c.motion_blur.5_in-memory,imagenet-c.motion_blur.5_on-disk,imagenet-c.pixelate.1_in-memory,imagenet-c.pixelate.1_on-disk,imagenet-c.pixelate.2_in-memory,imagenet-c.pixelate.2_on-disk,imagenet-c.pixelate.3_in-memory,imagenet-c.pixelate.3_on-disk,imagenet-c.pixelate.4_in-memory,imagenet-c.pixelate.4_on-disk,imagenet-c.pixelate.5_in-memory,imagenet-c.pixelate.5_on-disk,imagenet-c.saturate.1_in-memory,imagenet-c.saturate.1_on-disk,imagenet-c.saturate.2_in-memory,imagenet-c.saturate.2_on-disk,imagenet-c.saturate.3_in-memory,imagenet-c.saturate.3_on-disk,imagenet-c.saturate.4_in-memory,imagenet-c.saturate.4_on-disk,imagenet-c.saturate.5_in-memory,imagenet-c.saturate.5_on-disk,imagenet-c.shot_noise.1_in-memory,imagenet-c.shot_noise.1_on-disk,imagenet-c.shot_noise.2_in-memory,imagenet-c.shot_noise.2_on-disk,imagenet-c.shot_noise.3_in-memory,imagenet-c.shot_noise.3_on-disk,imagenet-c.shot_noise.4_in-memory,imagenet-c.shot_noise.4_on-disk,imagenet-c.shot_noise.5_in-memory,imagenet-c.shot_noise.5_on-disk,imagenet-c.snow.1_in-memory,imagenet-c.snow.1_on-disk,imagenet-c.snow.2_in-memory,imagenet-c.snow.2_on-disk,imagenet-c.snow.3_in-memory,imagenet-c.snow.3_on-disk,imagenet-c.snow.4_in-memory,imagenet-c.snow.4_on-disk,imagenet-c.snow.5_in-memory,imagenet-c.snow.5_on-disk,imagenet-c.spatter.1_in-memory,imagenet-c.spatter.1_on-disk,imagenet-c.spatter.2_in-memory,imagenet-c.spatter.2_on-disk,imagenet-c.spatter.3_in-memory,imagenet-c.spatter.3_on-disk,imagenet-c.spatter.4_in-memory,imagenet-c.spatter.4_on-disk,imagenet-c.spatter.5_in-memory,imagenet-c.spatter.5_on-disk,imagenet-c.speckle_noise.1_in-memory,imagenet-c.speckle_noise.1_on-disk,imagenet-c.speckle_noise.2_in-memory,imagenet-c.speckle_noise.2_on-disk,imagenet-c.speckle_noise.3_in-memory,imagenet-c.speckle_noise.3_on-disk,imagenet-c.speckle_noise.4_in-memory,imagenet-c.speckle_noise.4_on-disk,imagenet-c.speckle_noise.5_in-memory,imagenet-c.speckle_noise.5_on-disk,imagenet-c.zoom_blur.1_in-memory,imagenet-c.zoom_blur.1_on-disk,imagenet-c.zoom_blur.2_in-memory,imagenet-c.zoom_blur.2_on-disk,imagenet-c.zoom_blur.3_in-memory,imagenet-c.zoom_blur.3_on-disk,imagenet-c.zoom_blur.4_in-memory,imagenet-c.zoom_blur.4_on-disk,imagenet-c.zoom_blur.5_in-memory,imagenet-c.zoom_blur.5_on-disk,imagenet-r,imagenet-sketch,imagenet-vid-robust_pm0,imagenet-vid-robust_pm10,imagenetv2-matched-frequency,imagenetv2-matched-frequency-format-val,imagenetv2-matched-frequency-format-val_subsampled_class_1_8,imagenetv2-threshold-0.7-format-val,imagenetv2-threshold0.7,imagenetv2-top-images-format-val,imagenetv2-topimages,objectnet-1.0-beta,pgd.l2.eps0.1,pgd.l2.eps0.5,pgd.linf.eps0.5,pgd.linf.eps2,stylized_imagenet,val,val-on-imagenet-a-classes,val-on-imagenet-r-classes,val-on-objectnet-classes,val-on-vid-robust-classes,val-on-ytbb-robust-classes,val_subsampled_class_1_8,ytbb-robust_pm0,ytbb-robust_pm10
efficientnet-l2-noisystudent,86.50200653076172,84.85333251953125,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,74.67333221435547,47.64094543457031,88.00721370604148,82.14607754733994,80.1500015258789,80.8499984741211,93.68000030517578,85.81999969482422,85.44999694824219,88.18999481201172,87.93000030517578,68.45090202009291,,,,,50.33000183105469,88.32200622558594,98.54999542236328,97.79000091552734,93.12000274658203,99.65972222222223,99.6017316017316,96.81600189208984,67.6847290640394,63.54679802955665
FixResNeXt101_32x48d_v2,82.54800415039062,68.41333770751953,86.16000366210938,81.88800048828125,85.66800689697266,81.28400421142578,84.90800476074219,80.09200286865234,83.57200622558594,78.20800018310547,81.63800048828125,75.09000396728516,85.86400604248047,79.2540054321289,85.37200164794922,77.15400695800781,84.45600128173828,72.05400085449219,80.82400512695312,53.34600067138672,71.86200714111328,24.880001068115234,82.78400421142578,73.87200164794922,79.92400360107422,67.36400604248047,71.70800018310547,52.24800109863281,61.9160041809082,38.43600082397461,51.23400115966797,26.762001037597656,84.7080078125,79.156005859375,73.59400177001953,58.47200393676758,74.73200225830078,66.7800064086914,64.23600006103516,52.84400177001953,39.14600372314453,23.576000213623047,85.63400268554688,77.55400085449219,85.32400512695312,75.19400024414062,84.54400634765625,70.3800048828125,82.98800659179688,64.76000213623047,79.00200653076172,49.858001708984375,79.83000183105469,74.052001953125,70.70000457763672,61.94000244140625,63.090003967285156,52.17000198364258,61.24400329589844,50.400001525878906,56.118003845214844,43.88800048828125,85.24400329589844,79.87000274658203,82.21400451660156,71.43400573730469,76.02799987792969,57.290000915527344,66.89400482177734,42.78200149536133,45.316001892089844,21.32200050354004,83.1500015258789,77.16600036621094,80.35800170898438,71.89600372314453,74.552001953125,61.90800476074219,63.836002349853516,46.73600387573242,43.60000228881836,25.976001739501953,68.2760009765625,54.06200408935547,25.474000930786133,16.996000289916992,9.406000137329102,75.49200439453125,71.50200653076172,74.5780029296875,64.69600677490234,71.89800262451172,59.37800216674805,61.28200149536133,45.10600280761719,44.55400085449219,27.2760009765625,82.15400695800781,75.44600677490234,80.71000671386719,72.62600708007812,79.51600646972656,70.36000061035156,75.44400024414062,62.8280029296875,68.95000457763672,53.044002532958984,84.21600341796875,77.21200561523438,81.12800598144531,69.62000274658203,74.09400177001953,56.19200134277344,63.0780029296875,39.902000427246094,54.19200134277344,30.080001831054688,82.92200469970703,78.00200653076172,82.75000762939453,75.94800567626953,77.49800109863281,71.06400299072266,71.91000366210938,62.090003967285156,69.46600341796875,54.08400344848633,85.71200561523438,79.89400482177734,83.46800231933594,76.31800079345703,85.67400360107422,81.34400177001953,82.4020004272461,76.85600280761719,76.83000183105469,69.802001953125,82.69600677490234,76.46000671386719,79.10800170898438,70.42200469970703,72.9320068359375,60.2660026550293,57.87000274658203,40.98400115966797,43.814002990722656,27.066001892089844,75.53800201416016,72.41000366210938,70.08600616455078,57.2920036315918,70.29400634765625,59.060001373291016,61.342002868652344,48.5160026550293,58.052001953125,41.12200164794922,84.59800720214844,81.06400299072266,81.61400604248047,76.4260025024414,77.49400329589844,70.77799987792969,68.36600494384766,64.2800064086914,61.910003662109375,54.46200180053711,82.83200073242188,77.34800720214844,80.96800231933594,74.53600311279297,73.23600006103516,63.55400466918945,66.69400024414062,55.11600112915039,56.99400329589844,43.80000305175781,74.03400421142578,67.80000305175781,65.37000274658203,58.41400146484375,59.728004455566406,50.134002685546875,52.14600372314453,43.12200164794922,44.68800354003906,35.68000030517578,79.96666717529297,59.144412994384766,85.84310189359783,72.22723174030659,77.97999572753906,77.93999481201172,93.27999877929688,84.41999816894531,84.29000091552734,87.38999938964844,87.33999633789062,57.84811494004537,,,,,37.656002044677734,86.36200714111328,97.9000015258789,97.3499984741211,90.76800537109375,99.57638888888889,99.54112554112554,96.01600646972656,68.91625615763547,57.73399014778325
FixResNeXt101_32x48d,82.53800201416016,68.65333557128906,86.08600616455078,81.86200714111328,85.62000274658203,81.23200225830078,84.76200103759766,79.9800033569336,83.4540023803711,78.07000732421875,81.5300064086914,74.97600555419922,85.88800048828125,79.2300033569336,85.35000610351562,77.08000183105469,84.44200134277344,72.02400207519531,80.7300033569336,53.34400177001953,71.74400329589844,24.878000259399414,82.71000671386719,73.802001953125,79.79400634765625,67.25800323486328,71.6500015258789,52.118003845214844,61.79600143432617,38.2660026550293,51.10000228881836,26.75200080871582,84.54600524902344,78.98600006103516,73.29000091552734,58.27400207519531,74.81200408935547,66.61000061035156,64.06600189208984,52.634002685546875,39.070003509521484,23.472002029418945,85.59400177001953,77.56400299072266,85.31600189208984,75.27200317382812,84.36400604248047,70.33000183105469,83.01200103759766,64.65800476074219,79.09000396728516,49.810001373291016,79.75,74.04199981689453,70.64400482177734,61.89200210571289,62.96400451660156,52.14400100708008,61.07200241088867,50.26400375366211,55.83000183105469,43.78200149536133,85.18000030517578,79.77000427246094,82.18400573730469,71.2540054321289,75.85800170898438,57.0680046081543,66.79600524902344,42.69000244140625,45.27800369262695,21.16400146484375,83.0060043334961,77.09000396728516,80.25200653076172,71.7040023803711,74.56200408935547,61.75800323486328,63.48800277709961,46.682003021240234,43.48600387573242,25.81800079345703,68.10800170898438,53.87600326538086,25.380001068115234,17.0,9.342000007629395,75.37600708007812,71.5040054321289,74.47000122070312,64.69200134277344,71.7820053100586,59.198001861572266,61.27400207519531,45.10600280761719,44.272003173828125,27.160001754760742,82.12000274658203,75.48400115966797,80.6760025024414,72.54400634765625,79.51600646972656,70.20000457763672,75.58800506591797,62.67200469970703,68.81999969482422,53.00800323486328,84.23600769042969,77.05400085449219,80.97000122070312,69.61199951171875,74.08600616455078,55.96000289916992,62.85200119018555,39.62200164794922,53.974002838134766,29.906002044677734,82.83600616455078,77.94200134277344,82.6780014038086,75.94600677490234,77.5060043334961,71.04400634765625,71.94000244140625,62.070003509521484,69.54199981689453,54.15800094604492,85.63800048828125,79.86600494384766,83.40800476074219,76.15400695800781,85.6500015258789,81.29200744628906,82.24400329589844,76.7800064086914,76.66200256347656,69.76800537109375,82.45800018310547,76.37000274658203,78.98600006103516,70.33600616455078,72.73600006103516,60.08400344848633,57.98600387573242,40.82200241088867,43.73200225830078,27.0260009765625,75.51399993896484,72.4000015258789,70.12800598144531,57.15400314331055,70.20800018310547,58.936004638671875,61.29600143432617,48.336002349853516,57.68000411987305,41.02000045776367,84.44400024414062,81.0040054321289,81.43600463867188,76.406005859375,77.45000457763672,70.55400085449219,68.19400024414062,64.12800598144531,61.788002014160156,54.332000732421875,82.73600769042969,77.29200744628906,80.9280014038086,74.40800476074219,72.9000015258789,63.32600402832031,66.65400695800781,54.9900016784668,57.05000305175781,43.70800018310547,73.94800567626953,67.6259994506836,65.22400665283203,58.30800247192383,59.70000457763672,50.070003509521484,52.022003173828125,42.96800231933594,44.67400360107422,35.71200180053711,79.90333557128906,59.04026794433594,86.02344454463481,72.31740306582508,77.73999786376953,77.7699966430664,92.95999908447266,84.50999450683594,84.4000015258789,87.50999450683594,87.31999969482422,58.01015447769255,,,,,37.492000579833984,86.2560043334961,97.8699951171875,97.25999450683594,90.656005859375,99.59722222222223,99.54978354978356,96.08000183105469,69.35960591133005,57.78325123152709
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vit_large_patch16_384,79.19400024414062,53.853336334228516,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54.75,43.304054260253906,89.35978358881876,78.62939585211902,75.13999938964844,75.3699951171875,91.5199966430664,82.15999603271484,81.79999542236328,85.54999542236328,85.0,54.488495192827045,,,,,40.038002014160156,85.15400695800781,97.11000061035156,96.3499984741211,89.40800476074219,99.49305555555556,99.42857142857143,95.66400146484375,71.87192118226601,62.01970443349754
instagram-resnext101_32x32d,81.07000732421875,58.06666946411133,84.90800476074219,81.94400024414062,84.46800231933594,81.47200012207031,83.61000061035156,80.29400634765625,82.21200561523438,78.47000122070312,80.19200134277344,75.69200134277344,84.56000518798828,79.68800354003906,84.24800109863281,78.22000122070312,83.03800201416016,74.34600067138672,78.53600311279297,59.16400146484375,67.40400695800781,30.6820011138916,79.49400329589844,75.36200714111328,75.27000427246094,70.53400421142578,63.884002685546875,58.10200119018555,51.1660041809082,45.53600311279297,38.013999938964844,33.87800216674805,81.22600555419922,78.7540054321289,61.34400177001953,57.788002014160156,71.00200653076172,68.7800064086914,57.922000885009766,56.64600372314453,31.560001373291016,27.974000930786133,83.63800048828125,77.93000030517578,82.83800506591797,75.86600494384766,80.87200164794922,71.18600463867188,77.24000549316406,65.02400207519531,67.97400665283203,50.01400375366211,78.69200134277344,74.48400115966797,68.31999969482422,63.704002380371094,59.478004455566406,54.61000442504883,57.290000915527344,52.73600387573242,51.30800247192383,46.30000305175781,83.48200225830078,79.80000305175781,78.69400024414062,73.58200073242188,70.08600616455078,63.096004486083984,58.15200424194336,49.87800216674805,30.91200065612793,27.496002197265625,80.4320068359375,77.77200317382812,76.37200164794922,73.01000213623047,68.33600616455078,64.4000015258789,54.246002197265625,50.586002349853516,33.19000244140625,31.286001205444336,71.23800659179688,59.846004486083984,32.84600067138672,23.48000144958496,13.078001022338867,73.58000183105469,73.49000549316406,70.32600402832031,67.70000457763672,65.93400573730469,62.208003997802734,52.65200424194336,48.612003326416016,34.70600128173828,32.30400085449219,78.66600036621094,77.14800262451172,76.32400512695312,74.71000671386719,74.58800506591797,72.85200500488281,68.19800567626953,66.24800109863281,58.858001708984375,56.47600173950195,81.94800567626953,77.96000671386719,77.31400299072266,71.76200103759766,66.802001953125,59.21800231933594,51.80400085449219,43.57600021362305,41.47200012207031,34.012001037597656,79.04000091552734,78.6240005493164,79.33000183105469,77.51200103759766,72.14600372314453,73.21400451660156,65.25,65.9000015258789,61.8640022277832,60.52800369262695,84.5040054321289,79.96400451660156,82.02800750732422,76.6780014038086,84.31000518798828,81.66800689697266,80.72000122070312,76.90400695800781,74.7300033569336,70.24200439453125,79.8740005493164,77.13600158691406,75.07600402832031,71.40800476074219,67.06999969482422,62.746002197265625,49.198001861572266,45.57400131225586,34.44600296020508,32.32600021362305,75.20000457763672,72.9260025024414,68.85800170898438,59.380001068115234,68.11400604248047,59.24800109863281,58.31200408935547,47.84600067138672,54.980003356933594,43.47800064086914,82.98200225830078,81.02400207519531,79.79000091552734,76.22400665283203,77.7300033569336,70.47600555419922,65.63200378417969,64.70600128173828,57.62400436401367,53.480003356933594,80.38200378417969,77.95800018310547,78.11000061035156,75.18800354003906,69.19200134277344,65.42400360107422,62.228004455566406,58.11600112915039,52.00800323486328,48.018001556396484,85.09200286865234,68.88600158691406,65.41600036621094,59.8900032043457,59.44400405883789,52.51000213623047,51.37600326538086,45.038002014160156,45.980003356933594,37.35200119018555,79.45999908447266,58.3800048828125,84.40036068530208,69.0712353471596,76.83999633789062,76.7699966430664,92.72000122070312,83.5999984741211,83.44999694824219,86.3699951171875,86.43999481201172,58.08577292859458,55.599998474121094,13.219999313354492,18.299999237060547,10.479999542236328,39.224002838134766,85.09200286865234,97.3699951171875,96.7699966430664,89.2800064086914,99.52083333333334,99.41125541125541,95.3280029296875,68.0295566502463,56.79802955665024
efficientnet-b7-advprop-autoaug,82.41200256347656,46.720001220703125,85.03400421142578,82.35000610351562,84.74000549316406,81.87600708007812,84.21800231933594,80.81600189208984,83.45800018310547,79.20800018310547,82.0260009765625,76.35200500488281,83.88600158691406,79.32200622558594,83.06200408935547,76.57600402832031,80.86200714111328,69.5320053100586,70.82400512695312,43.10400390625,39.19600296020508,10.946000099182129,83.41800689697266,74.14800262451172,82.03800201416016,68.17200469970703,78.82000732421875,53.618003845214844,74.45800018310547,38.902000427246094,68.81000518798828,25.86800193786621,84.81800079345703,79.3340072631836,79.84600067138672,62.906002044677734,82.656005859375,71.86000061035156,79.13400268554688,60.590003967285156,62.25400161743164,29.06800079345703,83.1520004272461,76.89800262451172,82.37800598144531,73.97000122070312,81.22200012207031,68.71200561523438,80.41600036621094,63.46400451660156,77.15800476074219,47.22800064086914,81.04000091552734,76.48600006103516,73.36600494384766,65.3740005493164,65.59200286865234,55.01000213623047,63.68400192260742,52.89800262451172,57.63200378417969,45.58400344848633,84.8060073852539,79.656005859375,83.10800170898438,70.14400482177734,79.74600219726562,57.586002349853516,75.38600158691406,44.310001373291016,64.15800476074219,22.404001235961914,83.7540054321289,79.0040054321289,82.67200469970703,75.05000305175781,80.52800750732422,66.68400573730469,76.57400512695312,51.406002044677734,67.79600524902344,26.590002059936523,73.5580062866211,62.410003662109375,28.97800064086914,19.79400062561035,12.980000495910645,82.86600494384766,75.9800033569336,81.11800384521484,70.83399963378906,79.46200561523438,66.58600616455078,74.15400695800781,51.46800231933594,65.6240005493164,27.924001693725586,84.19400024414062,79.11600494384766,83.89800262451172,77.74200439453125,83.61000061035156,76.65800476074219,82.72400665283203,73.35800170898438,81.29600524902344,67.98400115966797,84.42400360107422,78.73400115966797,83.68600463867188,72.91200256347656,81.88800048828125,59.55800247192383,78.19800567626953,39.884002685546875,74.27000427246094,27.948001861572266,84.43000030517578,79.25,84.64200592041016,78.11000061035156,83.14800262451172,72.0,81.41200256347656,60.3180046081543,80.97400665283203,48.94600296020508,84.81000518798828,81.29200744628906,84.65800476074219,80.1780014038086,84.66400146484375,82.01800537109375,82.74800109863281,79.28400421142578,79.74600219726562,74.24000549316406,83.73600769042969,78.84000396728516,82.5060043334961,73.9540023803711,80.62200164794922,65.59600067138672,75.79800415039062,45.75200271606445,69.80599975585938,29.030000686645508,78.5320053100586,75.56400299072266,74.43000030517578,60.30600357055664,70.55599975585938,64.4540023803711,61.1140022277832,55.35000228881836,58.0160026550293,43.89600372314453,84.44400024414062,81.52800750732422,81.51600646972656,77.61600494384766,81.26000213623047,73.94800567626953,78.0560073852539,71.79600524902344,75.12000274658203,64.9780044555664,83.87600708007812,79.49600219726562,83.31200408935547,77.79200744628906,81.36400604248047,69.62200164794922,79.7540054321289,62.47200393676758,77.17200469970703,51.25400161743164,74.552001953125,70.02400207519531,65.33399963378906,61.10600280761719,55.3900032043457,52.00800323486328,45.84600067138672,44.336002349853516,37.156002044677734,35.77400207519531,53.91666793823242,41.790958404541016,83.58881875563571,73.12894499549142,76.16999816894531,75.88999938964844,91.91999816894531,82.79000091552734,82.72000122070312,86.19999694824219,86.3499984741211,51.52317165388355,80.68000030517578,,60.29999923706055,18.059999465942383,41.7140007019043,85.09200286865234,97.18000030517578,96.40999603271484,89.0560073852539,99.58333333333333,99.55844155844156,95.52000427246094,67.04433497536945,58.620689655172406
BiT-M-R101x3-ILSVRC2012,78.84200286865234,52.14666748046875,84.4260025024414,78.37000274658203,83.85000610351562,77.68000030517578,82.59400177001953,76.052001953125,80.56600189208984,73.24600219726562,77.32600402832031,68.96800231933594,84.04800415039062,76.04000091552734,83.24600219726562,74.0040054321289,81.18000030517578,68.86199951171875,73.81800079345703,50.10000228881836,60.3180046081543,19.64000129699707,78.97200012207031,69.34200286865234,76.20000457763672,63.56200408935547,69.84600067138672,50.590003967285156,61.788002014160156,38.87800216674805,53.31200408935547,28.61600112915039,83.30000305175781,73.58800506591797,75.5320053100586,54.932003021240234,73.46800231933594,60.48400115966797,63.1140022277832,45.618003845214844,39.76000213623047,18.75,82.97400665283203,73.46200561523438,81.45600128173828,69.91000366210938,77.72400665283203,63.17200469970703,71.81800079345703,57.310001373291016,56.15400314331055,42.32200241088867,79.52800750732422,72.19800567626953,72.5,61.97600173950195,65.81000518798828,52.95000076293945,64.44600677490234,51.58400344848633,59.55000305175781,45.172000885009766,82.43000030517578,75.58800506591797,77.69200134277344,67.01000213623047,72.54000091552734,54.74400329589844,65.96600341796875,42.452003479003906,50.95000076293945,23.040000915527344,80.2040023803711,74.81000518798828,76.8280029296875,70.97400665283203,71.08800506591797,62.90200424194336,61.6660041809082,50.05800247192383,45.178001403808594,31.038002014160156,62.21800231933594,47.220001220703125,17.66200065612793,12.616000175476074,9.802000045776367,76.81000518798828,72.10200500488281,73.5040054321289,66.91000366210938,69.91200256347656,62.25400161743164,59.7760009765625,49.41400146484375,46.082000732421875,33.33000183105469,80.19800567626953,74.08200073242188,78.9280014038086,72.00200653076172,78.04600524902344,70.2820053100586,74.76800537109375,65.26600646972656,70.23800659179688,57.94400405883789,81.73800659179688,73.38800048828125,79.14400482177734,66.39400482177734,73.87600708007812,53.99400329589844,64.7800064086914,39.05400085449219,57.65800094604492,29.84400177001953,81.60200500488281,76.30400085449219,82.03800201416016,74.98800659179688,78.84400177001953,69.10200500488281,73.96600341796875,58.19200134277344,71.6520004272461,49.8640022277832,82.69200134277344,74.21200561523438,80.25200653076172,71.44800567626953,83.406005859375,76.60400390625,78.52200317382812,70.13400268554688,71.14600372314453,60.96400451660156,80.33200073242188,73.76000213623047,76.46600341796875,69.41800689697266,70.79000091552734,62.198001861572266,58.59400177001953,45.76000213623047,47.5160026550293,32.21200180053711,75.42200469970703,69.30599975585938,69.86800384521484,55.48800277709961,66.28800201416016,56.66800308227539,54.77800369262695,47.470001220703125,54.10200119018555,39.42400360107422,83.43000030517578,77.5,80.11800384521484,72.65800476074219,79.21600341796875,68.51399993896484,69.11600494384766,65.2040023803711,63.16400146484375,57.44000244140625,81.302001953125,73.98600006103516,79.44600677490234,71.77400207519531,72.34400177001953,63.7920036315918,66.73200225830078,57.44600296020508,58.46800231933594,47.68800354003906,70.38400268554688,63.14200210571289,60.98400115966797,54.478004455566406,49.566001892089844,46.41200256347656,41.842002868652344,39.37600326538086,33.97200012207031,31.474000930786133,50.86333465576172,36.730926513671875,83.6789900811542,71.5058611361587,73.69999694824219,73.45999908447266,91.75999450683594,80.86000061035156,81.36000061035156,84.6500015258789,84.97000122070312,45.776169385330014,,,,,30.06800079345703,84.7820053100586,97.25,96.47000122070312,89.24800109863281,99.52777777777779,99.48051948051948,95.64800262451172,71.57635467980296,60.54187192118226
efficientnet-b6-advprop-autoaug,82.14000701904297,42.253334045410156,84.64800262451172,82.156005859375,84.27400207519531,81.67200469970703,83.71800231933594,80.81600189208984,82.83600616455078,79.0780029296875,81.35400390625,76.08800506591797,83.40400695800781,79.10800170898438,82.41000366210938,76.49200439453125,79.90400695800781,69.5040054321289,68.36199951171875,44.906002044677734,36.268001556396484,13.406001091003418,82.44600677490234,74.3280029296875,80.96800231933594,68.09600067138672,77.21800231933594,54.314002990722656,72.44800567626953,40.28200149536133,65.91200256347656,27.386001586914062,84.1300048828125,78.84600067138672,78.1820068359375,61.70000457763672,81.70000457763672,71.59600067138672,77.41000366210938,59.77800369262695,56.39400100708008,28.4320011138916,82.6240005493164,76.71200561523438,81.73400115966797,73.7760009765625,80.46200561523438,68.92400360107422,79.73600006103516,64.08399963378906,76.5060043334961,49.272003173828125,80.3800048828125,76.01399993896484,72.31400299072266,64.45600128173828,64.2760009765625,53.94000244140625,61.880001068115234,51.952003479003906,56.0780029296875,44.814002990722656,84.37000274658203,79.32400512695312,82.15400695800781,70.60000610351562,78.6500015258789,57.936004638671875,73.82400512695312,45.02000045776367,61.25200271606445,23.874000549316406,83.27200317382812,78.802001953125,82.37000274658203,74.58000183105469,80.0260009765625,66.20000457763672,75.88800048828125,51.29600143432617,64.85600280761719,26.812002182006836,73.406005859375,62.58200454711914,29.290000915527344,19.6820011138916,12.346000671386719,82.44800567626953,75.1500015258789,80.99000549316406,70.19800567626953,79.25200653076172,66.34400177001953,73.13600158691406,52.608001708984375,61.82600402832031,30.25800132751465,83.5320053100586,78.8080062866211,83.12800598144531,77.44600677490234,82.82400512695312,76.5320053100586,81.82000732421875,73.05400085449219,80.21200561523438,67.906005859375,83.89600372314453,78.82000732421875,83.01000213623047,73.76600646972656,80.7020034790039,61.948001861572266,76.49800109863281,43.14200210571289,72.24800109863281,30.8960018157959,83.91200256347656,79.41000366210938,84.11400604248047,78.16200256347656,82.47400665283203,74.14200592041016,80.62600708007812,66.00200653076172,80.26000213623047,55.02000427246094,84.34600067138672,81.03800201416016,84.00200653076172,80.10800170898438,84.2820053100586,81.79200744628906,82.34000396728516,79.31200408935547,79.28800201416016,74.3280029296875,83.07200622558594,78.54400634765625,81.9520034790039,73.49400329589844,79.92000579833984,64.88600158691406,74.50800323486328,45.96600341796875,67.69800567626953,30.524002075195312,77.96400451660156,75.4260025024414,73.38400268554688,61.840003967285156,71.24000549316406,63.05600357055664,62.14200210571289,53.22600173950195,58.9900016784668,42.89800262451172,83.91600036621094,81.34400177001953,80.9540023803711,77.64400482177734,80.22600555419922,74.0040054321289,77.86400604248047,71.32400512695312,74.21000671386719,64.656005859375,83.43600463867188,79.07600402832031,82.81000518798828,77.09800720214844,80.5560073852539,68.46200561523438,78.74600219726562,61.064002990722656,75.61400604248047,50.160003662109375,74.36000061035156,70.31800079345703,66.47600555419922,62.10200119018555,55.512001037597656,53.092002868652344,46.422000885009766,45.290000915527344,37.47200012207031,35.874000549316406,53.63666915893555,41.311485290527344,82.77727682596934,72.49774571686204,75.2699966430664,75.52999877929688,91.5999984741211,82.56999969482422,82.68999481201172,85.95999908447266,86.22000122070312,50.15123690180404,80.18000030517578,42.439998626708984,62.13999938964844,17.920000076293945,43.5420036315918,84.76000213623047,97.1199951171875,96.2699966430664,88.9280014038086,99.54166666666666,99.4978354978355,95.61600494384766,67.7832512315271,58.9655172413793
efficientnet-b7-randaug,81.39400482177734,42.47999954223633,84.62600708007812,82.32000732421875,84.34400177001953,81.62000274658203,83.77200317382812,80.25800323486328,82.906005859375,77.95800018310547,81.5300064086914,74.06800079345703,83.15400695800781,78.80400085449219,82.0040054321289,75.85400390625,79.09400177001953,68.7800064086914,68.10600280761719,46.67000198364258,42.91400146484375,19.990001678466797,82.42400360107422,74.39800262451172,81.1780014038086,68.97400665283203,78.44200134277344,56.12600326538086,74.5780029296875,43.410003662109375,69.65400695800781,32.65800094604492,84.35400390625,78.78800201416016,78.11800384521484,60.506004333496094,80.32600402832031,69.5260009765625,74.72600555419922,56.410003662109375,57.00800323486328,27.66400146484375,82.61200714111328,76.37800598144531,81.656005859375,73.34600067138672,80.18800354003906,68.44800567626953,79.04600524902344,63.820003509521484,74.76399993896484,49.090003967285156,79.81200408935547,75.36800384521484,72.44000244140625,64.85000610351562,65.66600036621094,54.98400115966797,63.89800262451172,53.15400314331055,58.790000915527344,46.630001068115234,84.27400207519531,79.5060043334961,81.99200439453125,71.62000274658203,78.79600524902344,59.82200241088867,74.656005859375,46.71600341796875,62.64600372314453,28.07600212097168,82.9280014038086,78.76000213623047,82.1500015258789,75.4540023803711,80.43600463867188,69.20600128173828,73.71600341796875,58.316001892089844,61.496002197265625,38.54800033569336,69.85200500488281,55.71600341796875,23.04400062561035,15.574000358581543,8.928000450134277,82.76600646972656,75.76000213623047,80.7540054321289,72.45000457763672,78.7820053100586,68.87600708007812,73.36400604248047,58.93800354003906,66.61000061035156,42.93600082397461,83.25800323486328,78.7040023803711,82.85400390625,77.24000549316406,82.56400299072266,76.21000671386719,81.47200012207031,72.4780044555664,79.9020004272461,67.08200073242188,83.77000427246094,78.58000183105469,82.83800506591797,73.63600158691406,81.13800048828125,63.340003967285156,78.21000671386719,48.290000915527344,75.19400024414062,37.56800079345703,83.43600463867188,79.24600219726562,83.69800567626953,78.0040054321289,82.55000305175781,74.27799987792969,80.77800750732422,66.52400207519531,79.27800750732422,54.5880012512207,83.21000671386719,80.10400390625,81.59200286865234,77.93000030517578,84.27000427246094,81.60400390625,82.94800567626953,78.43400573730469,80.88600158691406,73.44800567626953,82.802001953125,77.25800323486328,82.03600311279297,73.58000183105469,80.07600402832031,68.10400390625,73.52799987792969,54.840003967285156,68.906005859375,42.36600112915039,77.26200103759766,75.156005859375,73.33600616455078,60.14600372314453,69.34600067138672,64.08600616455078,60.93000411987305,54.88600158691406,60.85000228881836,42.09800338745117,83.63400268554688,81.63200378417969,80.45600128173828,78.3280029296875,79.73800659179688,74.39800262451172,78.3340072631836,70.48600006103516,74.74800109863281,63.69200134277344,82.81600189208984,76.60000610351562,82.38600158691406,74.66600036621094,80.72000122070312,68.86600494384766,78.9260025024414,64.3800048828125,76.2800064086914,57.012001037597656,73.21800231933594,70.88600158691406,64.57200622558594,63.090003967285156,56.35600280761719,55.638004302978516,47.49400329589844,48.21600341796875,39.608001708984375,39.63200378417969,52.333335876464844,40.875240325927734,80.6131650135257,69.61226330027051,74.94999694824219,74.83999633789062,91.43999481201172,82.3499984741211,82.05999755859375,85.90999603271484,85.93999481201172,52.50081019768824,72.31999969482422,,39.0,10.300000190734863,43.1400032043457,84.72600555419922,96.9000015258789,96.5,88.30400085449219,99.51388888888889,99.46320346320347,95.13600158691406,66.60098522167488,56.65024630541872
efficientnet-b7-autoaug,80.3080062866211,39.69333267211914,84.1500015258789,80.302001953125,83.69200134277344,79.52800750732422,82.91000366210938,77.99200439453125,81.5260009765625,75.68800354003906,79.5260009765625,71.81200408935547,83.04200744628906,75.86400604248047,81.71400451660156,72.00200653076172,78.3800048828125,61.470001220703125,64.06800079345703,28.832000732421875,29.806001663208008,6.140000343322754,80.54200744628906,69.38400268554688,78.3800048828125,61.57400131225586,73.28600311279297,44.652000427246094,66.84600067138672,30.006000518798828,59.33200454711914,18.18000030517578,83.8340072631836,76.67000579833984,76.67400360107422,57.65400314331055,78.73600006103516,62.256004333496094,70.4780044555664,46.37800216674805,43.70600128173828,17.136001586914062,82.27400207519531,73.41000366210938,81.29400634765625,69.77799987792969,79.8740005493164,63.522003173828125,78.63400268554688,57.50200271606445,74.04199981689453,40.22600173950195,74.59800720214844,69.02400207519531,62.474002838134766,53.43400192260742,52.85200119018555,40.98800277709961,51.160003662109375,39.448001861572266,44.564002990722656,32.20600128173828,83.4280014038086,76.85200500488281,79.26400756835938,64.85800170898438,74.21400451660156,48.74800109863281,67.88200378417969,34.11600112915039,52.62600326538086,14.970000267028809,81.3280029296875,74.84400177001953,79.49200439453125,68.6520004272461,76.18000030517578,56.95000457763672,69.45800018310547,39.742000579833984,53.66800308227539,17.82200050354004,64.15800476074219,45.178001403808594,10.484000205993652,5.374000072479248,3.574000120162964,81.50000762939453,71.94600677490234,78.4260025024414,65.70000457763672,74.67200469970703,60.682003021240234,65.6780014038086,44.262001037597656,54.08000183105469,23.09600067138672,82.13600158691406,74.80000305175781,81.56400299072266,72.2560043334961,81.08600616455078,70.64000701904297,79.69400024414062,65.39200592041016,77.51600646972656,58.118003845214844,83.32200622558594,74.60600280761719,81.96200561523438,66.49200439453125,79.15400695800781,50.592002868652344,73.65800476074219,29.696001052856445,68.46400451660156,18.280000686645508,82.89400482177734,76.87200164794922,83.57600402832031,75.47000122070312,81.18800354003906,70.91800689697266,78.6760025024414,61.064002990722656,78.7040023803711,49.98400115966797,83.9520034790039,78.03800201416016,83.68000030517578,76.2040023803711,83.74400329589844,79.7540054321289,80.62800598144531,75.54400634765625,75.10200500488281,67.71200561523438,81.25800323486328,73.85400390625,79.09800720214844,66.85000610351562,76.09600067138672,55.68000411987305,67.9320068359375,34.858001708984375,57.150001525878906,20.440000534057617,74.12200164794922,69.66400146484375,66.16600036621094,46.64600372314453,61.76000213623047,53.474002838134766,50.93600082397461,42.59000015258789,40.50200271606445,24.130001068115234,83.26800537109375,79.17200469970703,79.66600036621094,74.4000015258789,78.26399993896484,69.02200317382812,76.01600646972656,66.56400299072266,71.81000518798828,57.656002044677734,81.58200073242188,73.43400573730469,80.48800659179688,70.79800415039062,77.14200592041016,60.09800338745117,74.1760025024414,52.10000228881836,69.32600402832031,40.51400375366211,69.04800415039062,63.79000473022461,57.80800247192383,53.198001861572266,45.922000885009766,43.35200119018555,36.513999938964844,36.11000061035156,28.25200080871582,28.154001235961914,46.060001373291016,31.865434646606445,77.81785392245266,65.19386834986474,74.06999969482422,74.52999877929688,91.75999450683594,81.37999725341797,81.20999908447266,85.08000183105469,84.77999877929688,49.638111699254615,67.13999938964844,,34.68000030517578,9.279999732971191,33.23200225830078,84.3340072631836,96.58999633789062,96.02999877929688,87.66400146484375,99.5,99.47186147186147,95.16800689697266,64.77832512315271,54.285714285714285
efficientnet-b5-advprop-autoaug,81.4020004272461,36.0533332824707,84.1760025024414,81.49400329589844,83.83600616455078,80.88800048828125,83.29800415039062,79.99400329589844,82.28600311279297,78.31800079345703,80.66000366210938,75.67200469970703,82.95000457763672,78.3800048828125,81.7540054321289,75.69200134277344,78.96000671386719,69.2560043334961,66.41200256347656,44.67000198364258,35.18800354003906,12.520000457763672,80.72000122070312,72.72400665283203,78.77400207519531,67.47600555419922,73.84800720214844,54.01400375366211,67.96200561523438,40.21600341796875,60.108001708984375,27.918001174926758,83.46400451660156,77.86200714111328,76.62000274658203,60.12200164794922,80.93800354003906,71.55400085449219,76.2020034790039,61.5420036315918,55.268001556396484,32.038002014160156,81.39400482177734,75.4780044555664,79.8060073852539,72.20600128173828,77.36800384521484,66.7800064086914,75.38600158691406,61.60200119018555,68.53600311279297,46.62600326538086,79.94200134277344,75.29800415039062,71.51600646972656,64.43800354003906,62.88600158691406,53.94600296020508,60.92400360107422,51.87800216674805,54.590003967285156,44.682003021240234,83.58000183105469,77.88400268554688,80.07000732421875,69.01399993896484,75.7280044555664,55.89200210571289,69.12000274658203,42.44600296020508,53.30600357055664,23.442001342773438,82.61600494384766,78.3800048828125,81.17400360107422,74.302001953125,78.39600372314453,66.01600646972656,72.36200714111328,50.538002014160156,58.28000259399414,23.98600196838379,72.58600616455078,62.820003509521484,32.18600082397461,22.93000030517578,15.182001113891602,81.7760009765625,75.4260025024414,79.91400146484375,70.71200561523438,77.72600555419922,66.50200653076172,70.6240005493164,50.74800109863281,58.24400329589844,25.8700008392334,82.88600158691406,78.0580062866211,82.41600036621094,76.66600036621094,82.01200103759766,75.60800170898438,80.77400207519531,72.41400146484375,78.71800231933594,67.77400207519531,83.07600402832031,77.8280029296875,81.9280014038086,73.09400177001953,79.1760025024414,61.74400329589844,73.3280029296875,44.150001525878906,67.95000457763672,31.994001388549805,83.31800079345703,78.66600036621094,83.49400329589844,77.63200378417969,81.04600524902344,73.28400421142578,78.54400634765625,65.83600616455078,78.02200317382812,59.15400314331055,83.85800170898438,80.4260025024414,83.58800506591797,79.8340072631836,83.81600189208984,81.04000091552734,81.67400360107422,78.37600708007812,78.64400482177734,73.4260025024414,82.64200592041016,77.99200439453125,81.00200653076172,73.10800170898438,78.15800476074219,65.14400482177734,70.56999969482422,44.71000289916992,62.384002685546875,28.04400062561035,77.21000671386719,74.4520034790039,72.2040023803711,60.97200393676758,69.60200500488281,62.37600326538086,60.83000183105469,52.96600341796875,58.160003662109375,44.13600158691406,83.41800689697266,80.56800079345703,80.81200408935547,77.04600524902344,79.77800750732422,73.56400299072266,76.11200714111328,69.38400268554688,72.46000671386719,61.15400314331055,82.90800476074219,78.6240005493164,82.25200653076172,76.7820053100586,79.42000579833984,68.74400329589844,76.83000183105469,61.592002868652344,72.77400207519531,50.71200180053711,73.64600372314453,70.31200408935547,66.69200134277344,62.57200241088867,58.44600296020508,54.836002349853516,50.16400146484375,47.342002868652344,40.50400161743164,38.874000549316406,54.08000183105469,41.83615493774414,80.25247971145177,70.60414788097385,74.68000030517578,74.68000030517578,91.04000091552734,81.90999603271484,82.12999725341797,85.45999908447266,85.66999816894531,49.96759209247056,80.55999755859375,42.81999969482422,62.34000015258789,14.979999542236328,45.022003173828125,84.302001953125,96.72999572753906,96.13999938964844,88.32000732421875,99.50694444444444,99.44588744588745,95.20000457763672,65.91133004926108,57.73399014778325
resnext101_32x8d_swsl,79.46000671386719,51.22666931152344,84.13600158691406,81.38800048828125,83.59000396728516,80.67400360107422,82.56200408935547,79.56200408935547,81.0320053100586,77.51800537109375,78.5560073852539,74.4260025024414,83.69200134277344,78.89400482177734,83.16400146484375,77.27000427246094,81.74000549316406,73.18600463867188,76.41000366210938,58.1140022277832,62.650001525878906,29.614002227783203,78.66400146484375,74.41000366210938,74.18600463867188,69.72000122070312,63.44400405883789,57.76000213623047,51.58400344848633,45.5880012512207,39.45000076293945,34.25600051879883,80.04600524902344,77.60600280761719,58.71000289916992,55.974002838134766,69.54800415039062,67.93800354003906,55.8280029296875,55.68400192260742,28.746002197265625,27.126001358032227,82.3060073852539,77.01399993896484,81.45000457763672,74.59200286865234,79.06000518798828,70.1240005493164,75.16000366210938,63.46400451660156,64.95600128173828,47.66400146484375,76.92200469970703,73.70800018310547,66.08200073242188,62.394004821777344,57.448001861572266,52.9160041809082,55.73200225830078,51.22200393676758,49.92400360107422,44.840003967285156,82.58000183105469,78.80000305175781,77.67200469970703,72.70800018310547,68.9800033569336,62.27400207519531,57.73200225830078,49.69200134277344,34.30800247192383,28.518001556396484,78.93800354003906,76.34600067138672,74.21000671386719,70.71600341796875,64.85400390625,61.62800216674805,50.24400329589844,47.884002685546875,30.61600112915039,29.156002044677734,69.69400024414062,58.384002685546875,31.876001358032227,23.648000717163086,14.446001052856445,69.9780044555664,71.09400177001953,66.46600341796875,63.99400329589844,62.0160026550293,58.60600280761719,48.470001220703125,45.67000198364258,31.78400230407715,30.080001831054688,77.82000732421875,76.37800598144531,75.6520004272461,73.85400390625,73.71800231933594,71.906005859375,67.0300064086914,65.08800506591797,57.3640022277832,55.58400344848633,80.95800018310547,77.12200164794922,76.0300064086914,71.33399963378906,65.42400360107422,59.61000442504883,50.814002990722656,43.8280029296875,41.12800216674805,34.57400131225586,78.6780014038086,78.18800354003906,79.38600158691406,77.18800354003906,72.5320053100586,73.34600067138672,66.4520034790039,66.98800659179688,63.73800277709961,62.03600311279297,83.7020034790039,79.19200134277344,81.21600341796875,75.5260009765625,83.57600402832031,80.75000762939453,79.6780014038086,76.17000579833984,72.94800567626953,68.35200500488281,78.17400360107422,75.51399993896484,72.52400207519531,69.0580062866211,63.570003509521484,60.090003967285156,45.28200149536133,43.09000015258789,31.69000244140625,30.316001892089844,71.81999969482422,71.30599975585938,64.22600555419922,55.346004486083984,65.00800323486328,57.02400207519531,54.814002990722656,45.3640022277832,51.086002349853516,41.09000015258789,81.72000122070312,80.31800079345703,77.28800201416016,74.84800720214844,74.85000610351562,69.31000518798828,62.46800231933594,62.56200408935547,54.64200210571289,52.426002502441406,78.70000457763672,76.44800567626953,75.73200225830078,73.24000549316406,64.31999969482422,62.28200149536133,56.47600173950195,54.380001068115234,46.06800079345703,43.65800094604492,71.41600036621094,67.85000610351562,63.75200271606445,58.94600296020508,57.10200119018555,51.242000579833984,49.15400314331055,43.742000579833984,43.85200119018555,36.02000045776367,75.59000396728516,56.43459701538086,83.31830477908025,68.62037871956717,75.44999694824219,75.33999633789062,91.68000030517578,82.75,82.43000030517578,85.47999572753906,85.6199951171875,56.32494328616182,55.37999725341797,13.079999923706055,15.09999942779541,9.34000015258789,37.92400360107422,84.29400634765625,97.19999694824219,96.23999786376953,88.68800354003906,99.52083333333334,99.44588744588745,95.18400573730469,68.66995073891626,55.66502463054187
vit_base_patch16_384,77.47000122070312,50.63999938964844,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50.88666915893555,38.1005744934082,88.45807033363391,75.11271415689811,74.12999725341797,74.31999969482422,91.1199951171875,81.44999694824219,81.1199951171875,84.58000183105469,84.38999938964844,51.11807280976558,,,,,36.358001708984375,84.20000457763672,96.70999908447266,96.18999481201172,89.3280029296875,99.44444444444444,99.36796536796537,95.31200408935547,70.19704433497537,59.310344827586206
instagram-resnext101_32x16d,79.90800476074219,53.06666946411133,84.0040054321289,81.01800537109375,83.57400512695312,80.50800323486328,82.60200500488281,79.1760025024414,80.94400024414062,77.29200744628906,78.46800231933594,74.31200408935547,83.68400573730469,78.9800033569336,83.10800170898438,77.2040023803711,81.78600311279297,72.85200500488281,76.14400482177734,57.05800247192383,62.27800369262695,28.272001266479492,78.41600036621094,73.81800079345703,73.61400604248047,68.83200073242188,61.538002014160156,55.95000076293945,49.156002044677734,43.038002014160156,36.28000259399414,30.812002182006836,79.98200225830078,77.59600067138672,59.87000274658203,56.630001068115234,70.4260025024414,67.71200561523438,58.21400451660156,55.53200149536133,31.61800193786621,27.280000686645508,82.33000183105469,76.75200653076172,81.50800323486328,74.2280044555664,79.24200439453125,69.46800231933594,75.64800262451172,63.5160026550293,66.52799987792969,49.10400390625,76.94800567626953,73.32400512695312,65.85200500488281,61.92400360107422,56.30000305175781,52.40800094604492,54.02400207519531,50.566001892089844,47.45600128173828,44.25600051879883,82.44200134277344,78.64000701904297,77.23400115966797,71.81999969482422,67.81000518798828,60.630001068115234,55.618003845214844,47.500003814697266,30.768001556396484,25.202001571655273,79.37200164794922,76.64400482177734,74.91400146484375,71.89400482177734,66.12200164794922,63.198001861572266,51.77000427246094,49.82200241088867,32.11800003051758,31.538002014160156,68.72000122070312,55.95600128173828,29.386001586914062,21.61400032043457,12.756000518798828,68.9800033569336,70.89400482177734,64.96800231933594,64.79000091552734,59.978004455566406,59.46000289916992,47.52400207519531,46.83400344848633,32.27799987792969,31.946001052856445,78.22000122070312,76.46200561523438,76.12800598144531,74.22400665283203,74.36400604248047,72.34800720214844,68.33200073242188,65.74800109863281,59.41800308227539,56.74400329589844,80.85400390625,77.06800079345703,75.97000122070312,71.03400421142578,65.60600280761719,58.728004455566406,51.052001953125,43.3280029296875,41.362003326416016,33.66600036621094,78.12600708007812,77.68600463867188,78.85000610351562,76.53600311279297,70.74400329589844,72.31000518798828,63.51000213623047,65.2040023803711,60.298004150390625,59.512001037597656,83.31000518798828,78.91400146484375,80.7020034790039,75.52400207519531,83.48600769042969,80.39400482177734,79.71400451660156,75.8060073852539,73.43800354003906,68.7800064086914,78.74800109863281,75.94000244140625,73.5320053100586,70.43400573730469,64.97400665283203,61.79600143432617,46.402000427246094,45.03600311279297,32.34400177001953,32.20000076293945,72.78600311279297,71.52799987792969,66.86199951171875,57.38600158691406,66.1820068359375,56.99200439453125,56.25800323486328,46.07600402832031,52.310001373291016,41.0620002746582,80.9800033569336,79.97400665283203,77.64600372314453,74.71800231933594,74.4540023803711,69.60600280761719,63.17400360107422,60.95000457763672,55.66800308227539,50.07600402832031,79.1520004272461,76.38200378417969,76.46600341796875,73.90800476074219,65.97000122070312,63.952003479003906,58.11600112915039,56.43800354003906,47.57400131225586,46.28200149536133,84.1760025024414,67.76200103759766,64.32400512695312,58.928001403808594,57.69400405883789,51.756004333496094,49.8640022277832,44.320003509521484,44.10200119018555,36.763999938964844,78.8499984741211,57.700096130371094,83.40847610459873,69.25157799819658,75.70999908447266,75.50999450683594,92.31999969482422,82.58000183105469,82.79999542236328,85.70999908447266,86.05999755859375,56.23312088149508,55.84000015258789,21.100000381469727,23.296001434326172,16.53999900817871,38.43000030517578,84.1760025024414,96.80999755859375,96.43999481201172,88.57600402832031,99.5,99.42857142857143,95.34400177001953,69.70443349753694,58.07881773399015
BiT-M-R50x3-ILSVRC2012,77.56200408935547,45.69333267211914,83.76200103759766,76.8740005493164,83.0260009765625,75.91600036621094,81.57000732421875,73.94000244140625,79.26800537109375,70.7760009765625,75.77200317382812,65.76000213623047,83.2800064086914,73.60200500488281,82.56800079345703,70.93400573730469,80.78600311279297,64.45000457763672,73.9020004272461,41.65800094604492,59.0880012512207,14.19800090789795,78.02000427246094,66.0260009765625,74.75,58.44200134277344,66.77000427246094,42.23200225830078,58.02000427246094,29.836002349853516,48.35200119018555,20.510000228881836,82.49200439453125,71.81600189208984,73.52400207519531,52.314002990722656,70.23200225830078,55.48800277709961,56.29600143432617,37.832000732421875,27.840002059936523,11.484000205993652,82.36200714111328,69.94000244140625,81.03400421142578,65.49800109863281,78.39800262451172,58.24400329589844,75.50800323486328,52.332000732421875,66.76399993896484,36.444000244140625,78.06200408935547,69.01200103759766,69.802001953125,57.342002868652344,62.11600112915039,47.26400375366211,60.708003997802734,45.7920036315918,55.070003509521484,39.20800018310547,82.14000701904297,73.81999969482422,77.33600616455078,62.426002502441406,70.94800567626953,46.704002380371094,63.34400177001953,32.92399978637695,45.22600173950195,15.890000343322754,80.1300048828125,73.08600616455078,77.26399993896484,68.42200469970703,71.94800567626953,59.73800277709961,63.5160026550293,47.30400085449219,48.8640022277832,28.974000930786133,59.01000213623047,44.0620002746582,17.418001174926758,12.59000015258789,9.046000480651855,76.45000457763672,68.5780029296875,73.66800689697266,63.05800247192383,71.04000091552734,58.138004302978516,63.09400177001953,45.790000915527344,50.29600143432617,30.798002243041992,79.47000122070312,72.22000122070312,78.18000030517578,69.81800079345703,77.25,67.88800048828125,74.26000213623047,62.08000183105469,69.60200500488281,53.60600280761719,80.49600219726562,70.61800384521484,76.9020004272461,61.428001403808594,69.37000274658203,45.512001037597656,56.89200210571289,28.672000885009766,47.518001556396484,20.046001434326172,79.79800415039062,73.7280044555664,80.58800506591797,72.54000091552734,76.64400482177734,64.58200073242188,70.24400329589844,48.832000732421875,65.0260009765625,35.89400100708008,81.15400695800781,70.70000457763672,78.5,67.052001953125,82.63600158691406,74.98600006103516,76.98800659179688,67.76200103759766,69.56200408935547,58.21600341796875,79.83800506591797,71.42400360107422,76.46400451660156,66.84200286865234,71.54000091552734,58.82400131225586,61.04600143432617,42.37800216674805,50.66400146484375,29.45600128173828,72.14400482177734,65.19600677490234,64.83399963378906,47.954002380371094,61.76400375366211,51.3900032043457,48.75400161743164,41.2400016784668,45.15400314331055,29.464000701904297,82.67000579833984,75.44000244140625,78.29000091552734,68.9520034790039,77.33000183105469,63.03200149536133,60.458003997802734,58.15200424194336,51.9900016784668,49.044002532958984,80.46400451660156,71.39600372314453,78.6780014038086,69.1240005493164,72.7300033569336,60.346004486083984,67.95800018310547,53.35400390625,60.802001953125,43.172000885009766,64.64800262451172,58.01000213623047,53.26400375366211,48.176002502441406,42.64400100708008,39.724002838134766,34.272003173828125,32.996002197265625,27.930002212524414,26.100000381469727,47.900001525878906,33.74992752075195,82.05590622182146,69.97294860234446,72.93000030517578,73.19999694824219,91.83999633789062,80.61000061035156,80.79999542236328,84.62999725341797,84.47999572753906,41.24446364913039,,,,,26.98600196838379,84.1500015258789,96.97999572753906,96.20999908447266,88.76800537109375,99.48611111111111,99.39393939393939,95.10400390625,69.85221674876847,58.47290640394088
efficientnet-b6-autoaug,80.18600463867188,36.69333267211914,83.88800048828125,80.85400390625,83.46600341796875,80.1500015258789,82.7040023803711,78.81000518798828,81.31800079345703,76.52200317382812,79.20600128173828,72.69400024414062,82.87200164794922,76.6760025024414,81.69000244140625,73.0260009765625,78.27200317382812,63.538002014160156,62.426002502441406,32.12800216674805,26.476001739501953,6.822000503540039,81.3340072631836,70.34400177001953,79.4540023803711,62.65800476074219,74.1820068359375,45.768001556396484,67.28600311279297,31.39000129699707,59.73800277709961,20.178001403808594,83.60400390625,77.11600494384766,76.22400665283203,58.01000213623047,77.98600006103516,64.7760009765625,69.48600006103516,49.85200119018555,42.23200225830078,19.56800079345703,82.24800109863281,74.07200622558594,81.34800720214844,70.6500015258789,79.94200134277344,64.76600646972656,78.84600067138672,58.40400314331055,74.35200500488281,40.00200271606445,75.19800567626953,70.9780044555664,63.06200408935547,56.0780029296875,53.060001373291016,43.88200378417969,51.492000579833984,41.95600128173828,45.04800033569336,34.48200225830078,83.53400421142578,77.54400634765625,80.50000762939453,66.5979995727539,75.77200317382812,50.62000274658203,69.53800201416016,36.21000289916992,55.290000915527344,16.562000274658203,81.4780044555664,75.56400299072266,79.48400115966797,69.9320068359375,75.89200592041016,58.95000457763672,69.39800262451172,39.87800216674805,55.07400131225586,15.210000991821289,66.10600280761719,47.37000274658203,13.052000999450684,7.6620001792907715,5.304000377655029,81.6780014038086,73.2040023803711,79.29800415039062,66.93000030517578,76.5560073852539,61.68000411987305,67.96400451660156,45.246002197265625,53.94400405883789,19.66200065612793,81.97200012207031,75.61000061035156,81.3060073852539,73.33200073242188,80.82000732421875,71.55400085449219,79.08800506591797,66.54600524902344,76.4520034790039,59.202003479003906,83.10000610351562,75.6500015258789,81.77400207519531,67.89600372314453,78.44200134277344,52.97200393676758,72.01800537109375,34.0,65.61800384521484,23.04800033569336,82.5840072631836,76.88400268554688,83.16000366210938,75.31600189208984,80.12000274658203,70.52000427246094,77.6300048828125,61.45000457763672,77.02400207519531,50.6400032043457,83.66600036621094,79.08000183105469,83.3740005493164,77.04400634765625,83.43600463867188,80.24200439453125,80.22400665283203,76.3280029296875,75.27000427246094,69.13400268554688,81.41600036621094,74.91400146484375,79.18000030517578,67.96600341796875,75.79199981689453,57.006004333496094,67.8080062866211,34.50200271606445,58.61600112915039,18.676000595092773,74.34200286865234,71.22200012207031,67.14400482177734,51.14400100708008,63.20600128173828,56.178001403808594,52.67400360107422,45.41600036621094,43.37200164794922,32.0260009765625,82.99600219726562,79.84800720214844,79.51400756835938,75.37600708007812,78.0,69.59000396728516,75.81800079345703,67.28400421142578,71.58399963378906,58.63200378417969,81.56800079345703,74.91200256347656,80.58000183105469,72.08800506591797,76.84800720214844,61.21600341796875,74.22200012207031,52.840003967285156,70.04600524902344,40.48400115966797,66.85600280761719,64.24800109863281,56.044002532958984,53.8900032043457,44.08000183105469,44.342002868652344,34.75800323486328,36.820003509521484,27.93600082397461,29.328001022338867,47.92000198364258,34.701019287109375,79.53110910730388,67.53832281334536,73.91999816894531,74.06999969482422,91.27999877929688,81.54999542236328,81.68000030517578,84.93000030517578,85.15999603271484,50.199848763098196,69.77999877929688,21.079999923706055,37.439998626708984,8.880000114440918,34.99800109863281,84.12800598144531,96.66999816894531,96.25999450683594,87.90400695800781,99.47222222222221,99.46320346320347,94.97600555419922,65.07389162561577,54.43349753694581
FixPNASNet,78.38200378417969,32.82666778564453,83.46600341796875,78.53800201416016,82.74800109863281,77.65400695800781,81.51400756835938,75.97000122070312,79.81400299072266,73.16600036621094,77.16600036621094,68.78800201416016,83.49600219726562,76.62000274658203,83.28600311279297,75.09200286865234,82.73600769042969,71.14200592041016,79.87800598144531,53.77000427246094,69.74200439453125,22.34800148010254,80.4000015258789,67.38800048828125,77.31600189208984,60.85000228881836,71.45000457763672,45.034000396728516,64.93800354003906,30.240001678466797,56.10400390625,18.530000686645508,82.89200592041016,74.56200408935547,74.4020004272461,56.73600387573242,77.06400299072266,60.48600387573242,66.71600341796875,45.00800323486328,33.71000289916992,15.446001052856445,82.33600616455078,73.78400421142578,81.27800750732422,70.6780014038086,79.13800048828125,64.07200622558594,75.3280029296875,57.30400085449219,65.4800033569336,39.45000076293945,76.12200164794922,69.61600494384766,64.26399993896484,56.00400161743164,54.98200225830078,45.51000213623047,52.53000259399414,43.20000076293945,45.87800216674805,36.630001068115234,83.2820053100586,74.02400207519531,79.07000732421875,63.62200164794922,71.59000396728516,49.90200424194336,63.58000183105469,34.49800109863281,46.6140022277832,12.99000072479248,80.8060073852539,72.53800201416016,78.46800231933594,65.46800231933594,73.50800323486328,53.320003509521484,64.38800048828125,37.15400314331055,46.910003662109375,18.762001037597656,61.980003356933594,44.874000549316406,16.91200065612793,11.116000175476074,6.854000091552734,77.47600555419922,67.68400573730469,74.9280014038086,59.970001220703125,72.08800506591797,52.78000259399414,62.90200424194336,36.30400085449219,48.086002349853516,19.66400146484375,80.94600677490234,72.11800384521484,79.95800018310547,69.4800033569336,79.2760009765625,67.23800659179688,76.16600036621094,61.066001892089844,71.21800231933594,52.5160026550293,82.3740005493164,72.05400085449219,80.5320053100586,61.570003509521484,75.17400360107422,42.952003479003906,62.936004638671875,24.34200096130371,52.60000228881836,15.608000755310059,82.84200286865234,74.7300033569336,82.89000701904297,73.26000213623047,81.32000732421875,68.02000427246094,78.3740005493164,58.85200119018555,76.46000671386719,53.94200134277344,81.36000061035156,74.0840072631836,78.9020004272461,71.4020004272461,82.46600341796875,77.23200225830078,77.34600067138672,70.96600341796875,69.19800567626953,61.92200469970703,80.38400268554688,71.17400360107422,77.52200317382812,63.19600296020508,72.59400177001953,51.2760009765625,60.82600402832031,31.856000900268555,49.268001556396484,19.830001831054688,72.5580062866211,66.5,65.2300033569336,47.176002502441406,61.99800109863281,50.37800216674805,51.038002014160156,40.310001373291016,48.980003356933594,29.020000457763672,82.08200073242188,77.4280014038086,77.5,70.76000213623047,76.08600616455078,64.05599975585938,65.8280029296875,59.42400360107422,58.900001525878906,49.80800247192383,80.56400299072266,72.40400695800781,79.04800415039062,68.60600280761719,72.86200714111328,55.00200271606445,67.76600646972656,45.96200180053711,60.138004302978516,34.71200180053711,70.23400115966797,63.59400177001953,59.970001220703125,54.040000915527344,49.26400375366211,45.18000030517578,40.48400115966797,38.19600296020508,32.37600326538086,30.756000518798828,42.423336029052734,31.49207305908203,78.53922452660053,63.66095581605049,72.97999572753906,73.36000061035156,90.79999542236328,80.86000061035156,80.7699966430664,84.6500015258789,84.54000091552734,43.50221454034784,58.87999725341797,9.59999942779541,15.09999942779541,7.619999885559082,29.700000762939453,83.69800567626953,96.38999938964844,96.00999450683594,87.24800109863281,99.4375,99.44588744588745,95.0560073852539,65.07389162561577,50.44334975369458
efficientnet-b5-autoaug,79.34800720214844,32.13333511352539,83.6240005493164,79.93800354003906,83.16000366210938,79.17000579833984,82.24000549316406,77.73200225830078,80.98400115966797,75.42400360107422,79.09400177001953,71.62800598144531,82.21600341796875,75.8060073852539,80.88600158691406,72.19600677490234,77.406005859375,63.52400207519531,61.93800354003906,34.236000061035156,28.1820011138916,7.684000492095947,78.39800262451172,69.60000610351562,74.86000061035156,62.570003509521484,67.87200164794922,47.23400115966797,59.59800338745117,34.150001525878906,50.052001953125,23.05000114440918,82.84600067138672,76.17400360107422,74.68800354003906,56.66200256347656,76.52400207519531,63.46600341796875,66.75,48.772003173828125,37.50200271606445,20.36400032043457,81.1520004272461,73.52200317382812,79.90800476074219,70.1300048828125,77.41400146484375,64.42200469970703,74.48400115966797,58.41400146484375,66.79400634765625,42.152000427246094,75.0320053100586,69.8280029296875,62.932003021240234,54.85400390625,53.090003967285156,43.040000915527344,51.07400131225586,41.044002532958984,44.92000198364258,33.83000183105469,82.56400299072266,76.39600372314453,76.17200469970703,64.76800537109375,68.96400451660156,50.43000411987305,60.48400115966797,37.89200210571289,43.37600326538086,19.650001525878906,80.73600006103516,74.95800018310547,78.46600341796875,68.9320068359375,73.72000122070312,57.80400085449219,65.052001953125,40.432003021240234,45.25400161743164,18.18400001525879,66.11800384521484,49.570003509521484,14.208001136779785,7.992000579833984,4.6080002784729,79.7800064086914,72.41400146484375,76.06600189208984,66.19200134277344,71.49200439453125,60.686004638671875,58.83000183105469,43.368003845214844,42.5620002746582,20.52800178527832,81.18600463867188,75.0260009765625,80.3800048828125,72.7300033569336,79.80000305175781,71.31800079345703,77.73600006103516,66.5320053100586,74.70800018310547,60.16800308227539,82.1300048828125,75.11200714111328,80.2540054321289,68.49400329589844,76.26000213623047,54.500003814697266,68.4020004272461,35.768001556396484,61.256004333496094,24.874000549316406,81.77000427246094,75.72000122070312,82.16800689697266,73.91800689697266,79.10000610351562,68.76399993896484,74.7040023803711,59.73200225830078,73.04800415039062,49.066001892089844,83.29800415039062,78.45800018310547,83.0560073852539,76.54200744628906,83.02800750732422,79.46200561523438,79.89800262451172,75.36800384521484,75.01800537109375,67.97000122070312,80.5260009765625,74.052001953125,77.83600616455078,67.25,73.2820053100586,56.15800094604492,62.29600143432617,35.21200180053711,49.57600402832031,21.408000946044922,73.72600555419922,69.67000579833984,65.9320068359375,51.4640007019043,63.01400375366211,54.86000442504883,49.93600082397461,43.884002685546875,39.60600280761719,30.788002014160156,82.60400390625,79.04400634765625,79.01000213623047,74.02200317382812,76.98600006103516,68.13800048828125,74.42400360107422,64.7560043334961,69.14200592041016,55.560001373291016,80.9540023803711,74.43600463867188,79.83800506591797,71.85400390625,74.96800231933594,61.04600143432617,71.35400390625,52.820003509521484,65.88400268554688,41.152000427246094,67.63400268554688,64.04600524902344,57.97200393676758,53.638004302978516,47.794002532958984,44.68400192260742,38.96800231933594,37.25800323486328,30.226001739501953,29.630001068115234,48.65999984741211,35.95079803466797,79.4409377817854,66.36609558160504,73.29000091552734,73.5199966430664,90.47999572753906,81.43000030517578,81.16999816894531,84.94999694824219,84.9000015258789,49.11958517878362,69.77999877929688,16.619998931884766,35.91999816894531,7.419999599456787,38.00600051879883,83.6300048828125,96.31999969482422,96.00999450683594,87.63200378417969,99.43055555555556,99.35064935064936,94.73600769042969,64.08866995073892,53.34975369458128
efficientnet-b5-randaug,79.2540054321289,32.0533332824707,83.33000183105469,80.24400329589844,82.97400665283203,79.31000518798828,82.26200103759766,77.71800231933594,81.24000549316406,75.3060073852539,79.76600646972656,71.34400177001953,81.28600311279297,75.19000244140625,79.2300033569336,71.09400177001953,74.21800231933594,60.98400115966797,55.0880012512207,33.61000061035156,18.556001663208008,9.72800064086914,79.30000305175781,70.33000183105469,76.35800170898438,64.03800201416016,70.58200073242188,50.27400207519531,62.548004150390625,37.560001373291016,53.224002838134766,26.434001922607422,82.74200439453125,76.79800415039062,74.85000610351562,57.71600341796875,76.5040054321289,65.5040054321289,69.01800537109375,51.82400131225586,47.51400375366211,23.72800064086914,79.80000305175781,72.36000061035156,77.96800231933594,68.62000274658203,74.76399993896484,62.224002838134766,71.35200500488281,56.5880012512207,60.99200439453125,39.37600326538086,76.94800567626953,71.28400421142578,66.8080062866211,57.678001403808594,58.41400146484375,46.974002838134766,55.840003967285156,44.74400329589844,50.05000305175781,37.73400115966797,82.46200561523438,76.79200744628906,77.96400451660156,66.50800323486328,71.71600341796875,53.11000442504883,63.432003021240234,39.79800033569336,44.94000244140625,21.696001052856445,80.68000030517578,75.79400634765625,78.71400451660156,70.59200286865234,71.9020004272461,61.34400177001953,58.96000289916992,46.18600082397461,47.69200134277344,22.628000259399414,67.38200378417969,53.41800308227539,18.00800132751465,10.226000785827637,6.4760003089904785,80.11200714111328,72.5580062866211,72.84600067138672,67.7040023803711,63.64600372314453,62.87800216674805,50.88200378417969,48.70000076293945,39.18800354003906,28.93600082397461,80.96000671386719,74.88800048828125,80.14600372314453,72.46000671386719,79.60000610351562,70.9020004272461,77.53800201416016,66.08800506591797,74.57200622558594,60.12800216674805,81.75800323486328,75.9320068359375,80.04600524902344,70.19200134277344,76.87200164794922,58.87800216674805,70.89400482177734,42.374000549316406,65.2800064086914,31.340002059936523,81.56600189208984,76.64600372314453,81.84200286865234,74.99800109863281,79.33200073242188,70.79800415039062,75.96400451660156,62.35400390625,72.52799987792969,51.73800277709961,81.79200744628906,77.46200561523438,79.56800079345703,74.66000366210938,83.05400085449219,79.80000305175781,80.95800018310547,76.5840072631836,77.31200408935547,70.55400085449219,80.5060043334961,73.65800476074219,77.86000061035156,67.85800170898438,71.61200714111328,59.58200454711914,64.91600036621094,41.302001953125,56.91400146484375,26.59600067138672,71.95000457763672,69.99600219726562,65.88400268554688,52.134002685546875,63.500003814697266,56.17000198364258,55.7760009765625,45.82600402832031,55.650001525878906,35.34800338745117,82.37000274658203,79.302001953125,78.07200622558594,74.4520034790039,75.58200073242188,68.61600494384766,74.19600677490234,65.97000122070312,69.0300064086914,57.906002044677734,80.86400604248047,72.62200164794922,79.83800506591797,69.41000366210938,74.85000610351562,60.21600341796875,72.62000274658203,53.80600357055664,69.32400512695312,44.198001861572266,68.6259994506836,65.76000213623047,60.16400146484375,56.70600128173828,51.704002380371094,48.996002197265625,43.18800354003906,41.64200210571289,33.862003326416016,33.75800323486328,49.060001373291016,37.827430725097656,79.35076645626691,67.08746618575293,73.04000091552734,73.22000122070312,89.5999984741211,80.54000091552734,80.30999755859375,84.36000061035156,84.37999725341797,50.03240790752944,70.4000015258789,20.899999618530273,37.20000076293945,9.119999885559082,39.85600280761719,83.5320053100586,96.33999633789062,96.04999542236328,87.26400756835938,99.43055555555556,99.2987012987013,94.80000305175781,65.32019704433498,53.99014778325123
resnext101_32x4d_swsl,77.84800720214844,41.560001373291016,83.08800506591797,80.052001953125,82.53800201416016,79.46200561523438,81.34800720214844,78.2040023803711,79.66800689697266,75.87600708007812,76.93400573730469,72.43400573730469,82.35400390625,77.22000122070312,81.62800598144531,75.2560043334961,80.01800537109375,70.6820068359375,73.89400482177734,54.17000198364258,58.90800094604492,26.766000747680664,76.06400299072266,71.42000579833984,70.85800170898438,65.85600280761719,58.39400100708008,52.272003173828125,45.85600280761719,39.672000885009766,33.55000305175781,28.1200008392334,78.2300033569336,76.10000610351562,56.66800308227539,54.012001037597656,67.96400451660156,65.80400085449219,54.704002380371094,53.47800064086914,29.25200080871582,26.91400146484375,80.80000305175781,74.61800384521484,79.64800262451172,71.9540023803711,76.5580062866211,66.55599975585938,72.11800384521484,59.730003356933594,59.070003509521484,42.26400375366211,74.54000091552734,71.58399963378906,62.55000305175781,59.230003356933594,52.68800354003906,49.3280029296875,50.316001892089844,47.38600158691406,44.36000061035156,41.04800033569336,81.06200408935547,76.89000701904297,74.6500015258789,69.46000671386719,64.83000183105469,57.80000305175781,52.134002685546875,45.3280029296875,29.26000213623047,24.6460018157959,77.04800415039062,74.25800323486328,71.76200103759766,67.80000305175781,62.048004150390625,56.952003479003906,46.794002532958984,42.820003509521484,25.93800163269043,24.20400047302246,67.08200073242188,54.80400085449219,27.834001541137695,19.64000129699707,10.738000869750977,66.79000091552734,67.76600646972656,63.858001708984375,60.634002685546875,59.30000305175781,54.51000213623047,44.19600296020508,40.55000305175781,26.374000549316406,24.898000717163086,75.91200256347656,74.01399993896484,73.38200378417969,71.31800079345703,71.33800506591797,68.94200134277344,64.14600372314453,61.552001953125,54.02000427246094,51.150001525878906,78.78800201416016,75.2800064086914,72.69400024414062,68.69200134277344,60.89200210571289,55.762001037597656,45.03600311279297,39.454002380371094,35.25400161743164,29.452001571655273,77.08600616455078,76.2280044555664,77.55400085449219,75.13600158691406,70.71200561523438,71.35400390625,64.64200592041016,64.67200469970703,62.346004486083984,59.50200271606445,82.31400299072266,77.65400695800781,79.44400024414062,73.89600372314453,82.406005859375,79.34200286865234,78.0780029296875,74.4780044555664,71.08800506591797,66.25,76.44600677490234,73.35400390625,70.08399963378906,65.6300048828125,60.590003967285156,55.21200180053711,41.544002532958984,37.156002044677734,27.154001235961914,24.946001052856445,69.07200622558594,68.53800201416016,61.04600143432617,51.96800231933594,61.526004791259766,53.16200256347656,51.07600402832031,41.52400207519531,47.25400161743164,36.77000045776367,80.84600067138672,78.99000549316406,76.03400421142578,72.66600036621094,72.71400451660156,65.76399993896484,57.952003479003906,59.0160026550293,49.28200149536133,48.19400405883789,77.08000183105469,74.45000457763672,73.54199981689453,70.76399993896484,61.65200424194336,57.19200134277344,53.2920036315918,48.53600311279297,42.204002380371094,37.22800064086914,67.38400268554688,64.31800079345703,59.63600158691406,54.57600402832031,53.04600143432617,46.500003814697266,44.708003997802734,39.08000183105469,39.40400314331055,31.954002380371094,72.67333221435547,53.59115219116211,82.05590622182146,66.90712353471596,74.1500015258789,74.15999603271484,90.63999938964844,81.72999572753906,81.75,85.23999786376953,85.45999908447266,52.592632602354975,53.79999923706055,11.319999694824219,13.539999961853027,8.260000228881836,35.46800231933594,83.23400115966797,96.40999603271484,96.04999542236328,87.76000213623047,99.41666666666666,99.40259740259741,95.0560073852539,67.29064039408867,54.778325123152705
efficientnet-b5,77.07600402832031,25.946666717529297,82.802001953125,78.66600036621094,82.06600189208984,77.67400360107422,80.80400085449219,75.91600036621094,78.57200622558594,72.68400573730469,75.35400390625,67.8800048828125,79.88800048828125,72.5040054321289,77.4280014038086,67.4800033569336,71.26800537109375,55.958003997802734,46.802001953125,25.698001861572266,11.230000495910645,4.642000198364258,78.48200225830078,68.11600494384766,75.11400604248047,60.8640022277832,67.55400085449219,44.90400314331055,58.71600341796875,31.73000144958496,48.618003845214844,21.240001678466797,81.85800170898438,74.44400024414062,73.68400573730469,55.34800338745117,74.54800415039062,62.44200134277344,65.2540054321289,48.40800094604492,42.22800064086914,21.080001831054688,79.02200317382812,70.18000030517578,76.90400695800781,65.68000030517578,73.68400573730469,58.006004333496094,70.01200103759766,51.0420036315918,59.7920036315918,33.02799987792969,74.00800323486328,67.79199981689453,61.20000457763672,51.86000061035156,50.96000289916992,40.060001373291016,48.5880012512207,37.608001708984375,41.720001220703125,30.338001251220703,81.59600067138672,74.9800033569336,76.57200622558594,64.46000671386719,68.92400360107422,50.000003814697266,59.87800216674805,35.87800216674805,42.39600372314453,17.79800033569336,79.31000518798828,73.19000244140625,76.4780044555664,66.05400085449219,71.0300064086914,54.15400314331055,62.458003997802734,38.230003356933594,47.24800109863281,19.02400016784668,63.87800216674805,48.27000045776367,18.43000030517578,11.302000999450684,6.742000102996826,77.19800567626953,70.65400695800781,74.49600219726562,63.65200424194336,71.81999969482422,57.31200408935547,63.52000427246094,40.730003356933594,50.798004150390625,22.226001739501953,80.96000671386719,73.66200256347656,79.74000549316406,71.45600128173828,78.83200073242188,69.656005859375,75.9320068359375,64.22600555419922,71.71800231933594,56.23400115966797,81.52000427246094,73.14400482177734,79.47600555419922,65.81600189208984,75.11400604248047,53.43800354003906,67.07600402832031,36.5780029296875,60.1400032043457,26.284000396728516,80.89800262451172,74.45800018310547,81.31200408935547,72.73800659179688,78.34600067138672,68.156005859375,75.5300064086914,59.112003326416016,74.27799987792969,47.108001708984375,80.28600311279297,74.25,77.46800231933594,71.38400268554688,81.81400299072266,77.27799987792969,76.86200714111328,70.98600006103516,70.06200408935547,63.12000274658203,79.1500015258789,71.89600372314453,75.71600341796875,64.0260009765625,70.97200012207031,52.68600082397461,59.836002349853516,33.16600036621094,49.28600311279297,19.9320011138916,71.54000091552734,67.66800689697266,63.20000457763672,47.2920036315918,60.3280029296875,51.56800079345703,48.204002380371094,39.884002685546875,42.426002502441406,27.16400146484375,81.79400634765625,77.77800750732422,77.81200408935547,72.35000610351562,75.57000732421875,66.04000091552734,68.6500015258789,62.186004638671875,62.2400016784668,53.0160026550293,79.71800231933594,72.7020034790039,78.156005859375,69.38800048828125,72.33399963378906,57.310001373291016,67.906005859375,48.518001556396484,61.022003173828125,36.76000213623047,67.38400268554688,63.03200149536133,59.186004638671875,54.336002349853516,50.80000305175781,46.208003997802734,43.11600112915039,39.518001556396484,33.220001220703125,32.0880012512207,45.0,31.535303115844727,76.64562669071235,62.759242560865644,72.61000061035156,72.7699966430664,90.47999572753906,80.4000015258789,80.37999725341797,84.16999816894531,84.16999816894531,46.597169709409094,72.69999694824219,21.68000030517578,37.70000076293945,8.65999984741211,32.762001037597656,83.11400604248047,96.00999450683594,95.73999786376953,87.02400207519531,99.36805555555556,99.31601731601731,94.86400604248047,63.54679802955665,52.51231527093596
vit_large_patch16_224,74.70600128173828,35.46666717529297,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50.88999938964844,40.73375701904297,86.56447249774571,72.94860234445446,72.25,72.31999969482422,90.31999969482422,79.90999603271484,80.06999969482422,83.62999725341797,83.6500015258789,47.655828022037376,,,,,33.18600082397461,83.0560073852539,95.94999694824219,95.29000091552734,87.36000061035156,99.35416666666667,99.3073593073593,94.46400451660156,69.75369458128078,59.40886699507389
pnasnet5large,77.04400634765625,22.880001068115234,82.48600769042969,79.12000274658203,81.86800384521484,78.30000305175781,80.74000549316406,76.81400299072266,78.97000122070312,74.26399993896484,76.19400024414062,70.36200714111328,82.39000701904297,77.40800476074219,82.12000274658203,76.32400512695312,81.31200408935547,73.02400207519531,77.83200073242188,58.93000411987305,66.4520034790039,28.07600212097168,77.11600494384766,68.72400665283203,72.67000579833984,63.21400451660156,64.39600372314453,50.708003997802734,55.724002838134766,38.064002990722656,45.410003662109375,27.016000747680664,80.77200317382812,74.93800354003906,70.16000366210938,56.41800308227539,74.9780044555664,64.81800079345703,63.81200408935547,50.814002990722656,32.37600326538086,20.852001190185547,81.54800415039062,74.19800567626953,80.76200103759766,70.94600677490234,78.62600708007812,63.97600173950195,75.35800170898438,56.12200164794922,66.18400573730469,37.060001373291016,75.62600708007812,71.01399993896484,63.70600128173828,58.23400115966797,54.46000289916992,47.83400344848633,51.592002868652344,45.624000549316406,45.27000045776367,39.13199996948242,81.66800689697266,74.87200164794922,74.82600402832031,65.32600402832031,65.54199981689453,53.99200439453125,55.44400405883789,42.73600387573242,36.6400032043457,22.496000289916992,78.7540054321289,73.38800048828125,75.74000549316406,67.85200500488281,69.76399993896484,57.71400451660156,58.678001403808594,43.288002014160156,40.0420036315918,24.644001007080078,66.16800689697266,52.30000305175781,21.95800018310547,15.042000770568848,9.022000312805176,75.8800048828125,69.43400573730469,72.5260009765625,63.064002990722656,68.86199951171875,57.14800262451172,57.68000411987305,42.50400161743164,41.11600112915039,26.158000946044922,79.34400177001953,73.73800659179688,78.01800537109375,71.4260025024414,76.93600463867188,69.48200225830078,73.26800537109375,63.644004821777344,67.41800689697266,55.7920036315918,80.54000091552734,73.62000274658203,77.54000091552734,66.09600067138672,70.0040054321289,50.3380012512207,55.69000244140625,31.108001708984375,44.93600082397461,20.968000411987305,80.3280029296875,76.36600494384766,79.42200469970703,75.20000457763672,77.26000213623047,71.47600555419922,73.24600219726562,65.43000030517578,70.06200408935547,60.62800216674805,80.0780029296875,75.30000305175781,77.39200592041016,72.30000305175781,81.57400512695312,77.8340072631836,76.58800506591797,71.81999969482422,68.9800033569336,63.678001403808594,78.39400482177734,72.45800018310547,74.71200561523438,65.71200561523438,68.79600524902344,55.676002502441406,54.90400314331055,37.78600311279297,42.29800033569336,25.36600112915039,71.9000015258789,68.4020004272461,64.06200408935547,50.27000427246094,62.67200469970703,53.02400207519531,52.03600311279297,42.21600341796875,47.12200164794922,32.540000915527344,81.1820068359375,78.20000457763672,77.33600616455078,72.40800476074219,75.7300033569336,66.61600494384766,65.8800048828125,60.900001525878906,58.86600112915039,51.082000732421875,78.69600677490234,73.19200134277344,76.86600494384766,70.06999969482422,69.1500015258789,58.12000274658203,63.33400344848633,49.82600402832031,54.868003845214844,38.89400100708008,82.73600769042969,65.30400085449219,60.02000427246094,56.224002838134766,51.14200210571289,48.19400405883789,42.69000244140625,40.98800277709961,36.55000305175781,33.06999969482422,44.026668548583984,32.86761474609375,78.7195671776375,61.76735798016231,72.08000183105469,72.30999755859375,89.27999877929688,80.43000030517578,80.30999755859375,83.90999603271484,83.86000061035156,46.18126822944799,65.27999877929688,16.079999923706055,28.31999969482422,8.139999389648438,33.84600067138672,82.73600769042969,95.73999786376953,95.33999633789062,86.4320068359375,99.35416666666667,99.32467532467533,94.11200714111328,65.17241379310344,51.03448275862069
instagram-resnext101_32x8d,77.99600219726562,45.37333297729492,82.42000579833984,79.74600219726562,81.96400451660156,78.89200592041016,81.04000091552734,77.83000183105469,79.58800506591797,75.7560043334961,76.85600280761719,72.3740005493164,81.98200225830078,77.56800079345703,81.41200256347656,75.67000579833984,79.89200592041016,71.07400512695312,74.14600372314453,54.708003997802734,60.888004302978516,28.088001251220703,76.84800720214844,72.08600616455078,72.00800323486328,66.69200134277344,60.03400421142578,53.996002197265625,47.80000305175781,41.14400100708008,35.720001220703125,29.898000717163086,78.39200592041016,76.0580062866211,58.03200149536133,54.94400405883789,67.41800689697266,66.09600067138672,55.26400375366211,53.64600372314453,30.274002075195312,26.91400146484375,80.42200469970703,74.82000732421875,79.41600036621094,71.92000579833984,76.85200500488281,66.63400268554688,72.88600158691406,59.98400115966797,61.58000183105469,43.66400146484375,74.62600708007812,71.24400329589844,62.336002349853516,59.294002532958984,52.302001953125,49.63600158691406,50.30800247192383,47.592002868652344,43.55600357055664,41.39400100708008,80.89000701904297,77.35000610351562,75.61000061035156,70.01000213623047,65.71200561523438,58.426002502441406,53.36600112915039,45.91600036621094,30.91200065612793,25.36600112915039,77.27000427246094,74.34600067138672,72.71600341796875,68.9280014038086,63.09400177001953,59.0260009765625,47.68800354003906,44.624000549316406,27.000001907348633,26.130001068115234,66.91600036621094,54.422000885009766,28.976001739501953,20.904001235961914,12.10400104522705,68.16600036621094,68.21200561523438,64.9540023803711,61.85000228881836,60.310001373291016,56.35600280761719,46.05600357055664,43.48200225830078,29.12200164794922,27.802001953125,76.35200500488281,74.44800567626953,74.10600280761719,72.24000549316406,72.24400329589844,70.44000244140625,66.02400207519531,64.08800506591797,56.32200241088867,54.46000289916992,78.64000701904297,75.18000030517578,73.20600128173828,68.19800567626953,62.25200271606445,55.958003997802734,47.922000885009766,40.284000396728516,38.63800048828125,30.98400115966797,77.23200225830078,76.39600372314453,77.65800476074219,75.34800720214844,71.22200012207031,70.93000030517578,63.868003845214844,64.13400268554688,60.452003479003906,58.5160026550293,81.61400604248047,77.6820068359375,78.93800354003906,74.24000549316406,81.94800567626953,79.01800537109375,77.63400268554688,73.61800384521484,70.83399963378906,66.06000518798828,76.88400268554688,73.84600067138672,71.06600189208984,67.1820068359375,61.6400032043457,57.880001068115234,42.82200241088867,40.00200271606445,28.766000747680664,27.490001678466797,69.74200439453125,69.03600311279297,62.10200119018555,54.02000427246094,61.96200180053711,54.37400436401367,51.61000061035156,43.23200225830078,47.44600296020508,38.2140007019043,79.16800689697266,78.4800033569336,74.26800537109375,72.24000549316406,72.59400177001953,66.6300048828125,56.89200210571289,57.37400436401367,47.2760009765625,45.72200393676758,77.28600311279297,74.77000427246094,74.83000183105469,71.87600708007812,63.96800231933594,60.64800262451172,56.290000915527344,52.73200225830078,45.070003509521484,42.25400161743164,82.68800354003906,64.53400421142578,59.400001525878906,54.93000411987305,52.78400421142578,47.20600128173828,44.592002868652344,39.75,39.246002197265625,32.48400115966797,75.80667114257812,54.91756820678711,84.67087466185752,69.97294860234446,73.65999603271484,73.62999725341797,90.95999908447266,80.8499984741211,81.0999984741211,84.47999572753906,84.5999984741211,53.39742897266934,53.86000061035156,23.139999389648438,24.979999542236328,18.53999900817871,36.470001220703125,82.68800354003906,96.31999969482422,95.91999816894531,87.00800323486328,99.39583333333334,99.34199134199135,94.75200653076172,69.01477832512315,56.15763546798029
efficientnet-b4-advprop-autoaug,78.89600372314453,26.573333740234375,82.50000762939453,79.79200744628906,82.25200653076172,79.2020034790039,81.57000732421875,77.92000579833984,80.35800170898438,75.9540023803711,78.46800231933594,72.86600494384766,80.8740005493164,76.29800415039062,79.33200073242188,73.29000091552734,75.46600341796875,65.4780044555664,60.298004150390625,38.41800308227539,29.994001388549805,10.306000709533691,77.43000030517578,69.70000457763672,74.49800109863281,63.65400314331055,67.62000274658203,50.134002685546875,59.8640022277832,37.47800064086914,50.47600173950195,26.48200035095215,81.42000579833984,75.69400024414062,71.77200317382812,56.09400177001953,78.31200408935547,69.74800109863281,72.56000518798828,59.05400466918945,48.32400131225586,28.702001571655273,79.23800659179688,72.89200592041016,77.36200714111328,69.44400024414062,74.81000518798828,63.43400192260742,72.42400360107422,58.20000457763672,65.27200317382812,43.09800338745117,77.99800109863281,73.27000427246094,68.8800048828125,61.596004486083984,59.90400314331055,51.03400421142578,57.928001403808594,48.932003021240234,51.410003662109375,42.0160026550293,81.57400512695312,75.50800323486328,76.34000396728516,65.83800506591797,70.2020034790039,51.84600067138672,62.590003967285156,38.634002685546875,45.38600158691406,21.09400177001953,80.74200439453125,76.23800659179688,79.0300064086914,71.73200225830078,75.91800689697266,63.0160026550293,70.16200256347656,47.69200134277344,56.89600372314453,24.724000930786133,70.6820068359375,61.28600311279297,32.6879997253418,23.744001388549805,14.880001068115234,79.9020004272461,72.84600067138672,77.57000732421875,68.302001953125,75.5,63.436004638671875,68.74400329589844,47.25800323486328,56.85200119018555,25.880001068115234,80.8800048828125,76.12200164794922,80.21200561523438,74.57600402832031,79.68000030517578,73.33800506591797,77.82600402832031,69.48800659179688,75.22000122070312,64.18800354003906,80.86600494384766,75.93000030517578,79.15800476074219,71.16000366210938,75.13400268554688,59.5880012512207,67.5040054321289,41.20000076293945,59.94400405883789,29.496002197265625,80.8080062866211,76.92000579833984,81.54600524902344,75.72400665283203,78.66600036621094,71.1520004272461,75.16600036621094,64.1240005493164,73.85800170898438,56.43600082397461,82.14000701904297,78.76200103759766,81.79200744628906,77.87600708007812,82.00000762939453,79.23400115966797,79.82000732421875,76.14400482177734,76.26399993896484,70.77000427246094,80.52800750732422,75.66400146484375,78.66200256347656,70.62800598144531,75.7820053100586,62.01400375366211,68.052001953125,42.52400207519531,58.71400451660156,27.740001678466797,74.11800384521484,71.70800018310547,68.06400299072266,57.336002349853516,65.51000213623047,58.39200210571289,55.24800109863281,47.762001037597656,54.868003845214844,41.052001953125,81.7300033569336,78.85200500488281,78.37600708007812,74.2800064086914,77.35400390625,69.70800018310547,72.00800323486328,65.31000518798828,66.93800354003906,55.928001403808594,80.83200073242188,76.10200500488281,80.03800201416016,74.35200500488281,76.7820053100586,65.61400604248047,73.91000366210938,58.178001403808594,68.83200073242188,47.176002502441406,70.69400024414062,67.2820053100586,62.112003326416016,59.04600143432617,54.50800323486328,50.836002349853516,46.656002044677734,43.59800338745117,38.93600082397461,35.86000061035156,53.22999954223633,40.42917251586914,78.809738503156,66.45626690712353,72.45999908447266,72.45999908447266,89.1199951171875,80.38999938964844,80.43999481201172,84.27999877929688,84.33000183105469,47.70443988333153,79.33999633789062,42.86000061035156,61.84000015258789,18.84000015258789,43.49400329589844,82.68600463867188,96.0,95.36000061035156,86.12800598144531,99.45138888888889,99.35064935064936,94.38400268554688,65.36945812807882,54.48275862068965
efficientnet-b4-autoaug,77.8060073852539,27.266666412353516,82.44400024414062,78.23400115966797,81.85400390625,77.49800109863281,81.03400421142578,76.12200164794922,79.47600555419922,73.72400665283203,77.12200164794922,69.84600067138672,80.71000671386719,73.96000671386719,78.87800598144531,69.95000457763672,74.09600067138672,60.708003997802734,54.71800231933594,31.792001724243164,19.09800148010254,7.032000541687012,75.66400146484375,67.83600616455078,71.12200164794922,60.4160041809082,62.19600296020508,45.20600128173828,52.052001953125,32.16400146484375,41.676002502441406,20.946001052856445,81.2820053100586,74.67000579833984,71.23400115966797,54.85200119018555,72.7820053100586,60.618003845214844,60.42400360107422,44.902000427246094,28.32000160217285,16.782001495361328,79.66400146484375,71.47000122070312,78.1240005493164,67.77799987792969,75.76800537109375,61.086002349853516,73.0,53.85000228881836,64.30000305175781,35.91400146484375,73.55000305175781,67.91400146484375,60.730003356933594,52.678001403808594,50.64600372314453,41.022003173828125,48.53000259399414,38.59600067138672,41.7660026550293,31.580001831054688,80.72600555419922,74.38200378417969,73.42200469970703,63.26000213623047,64.56200408935547,48.51000213623047,54.4640007019043,35.694000244140625,35.880001068115234,17.71000099182129,78.74400329589844,72.7280044555664,75.73200225830078,65.93400573730469,70.27200317382812,53.7400016784668,60.676002502441406,35.448001861572266,42.31800079345703,13.35400104522705,64.0260009765625,46.07600402832031,12.280000686645508,6.624000549316406,4.51800012588501,79.03800201416016,69.73200225830078,74.64800262451172,63.656002044677734,70.4780044555664,58.13200378417969,60.23800277709961,40.91600036621094,44.38600158691406,17.50400161743164,79.04000091552734,73.0060043334961,78.19600677490234,70.84200286865234,77.22400665283203,69.31600189208984,74.88200378417969,64.2760009765625,70.97600555419922,57.5160026550293,80.0,72.9320068359375,77.57000732421875,65.75,71.56600189208984,50.98600387573242,59.98800277709961,31.84200096130371,50.066001892089844,20.86400032043457,79.2560043334961,73.96200561523438,79.93800354003906,71.68600463867188,74.55400085449219,66.5780029296875,68.50800323486328,57.18000411987305,67.24600219726562,46.66200256347656,81.99200439453125,76.49600219726562,81.71400451660156,74.21600341796875,81.79200744628906,77.60200500488281,78.21400451660156,73.5840072631836,72.9320068359375,66.21200561523438,78.42000579833984,71.49200439453125,75.36600494384766,63.60200119018555,70.31800079345703,51.428001403808594,57.97200393676758,29.836002349853516,46.242000579833984,16.16200065612793,71.12600708007812,67.14400482177734,63.974002838134766,49.0880012512207,62.16400146484375,52.298004150390625,52.62800216674805,42.262001037597656,48.31200408935547,31.780000686645508,81.07200622558594,77.20000457763672,77.01200103759766,71.51399993896484,75.03600311279297,64.906005859375,71.0260009765625,60.22600173950195,64.94000244140625,50.470001220703125,78.61800384521484,71.91800689697266,77.2800064086914,68.6240005493164,72.37600708007812,56.250003814697266,68.4020004272461,46.980003356933594,61.86000442504883,34.70600128173828,65.20800018310547,61.37800216674805,53.71800231933594,51.262001037597656,45.73800277709961,42.62600326538086,37.21800231933594,35.104000091552734,29.530000686645508,27.816001892089844,47.53000259399414,34.329620361328125,75.7439134355275,62.849413886384134,71.91999816894531,72.02999877929688,89.83999633789062,79.83999633789062,79.68000030517578,83.87999725341797,84.06999969482422,47.893486010586585,71.54000091552734,20.459999084472656,36.71999740600586,8.239999771118164,36.374000549316406,82.55000305175781,95.72999572753906,95.2699966430664,86.24000549316406,99.30555555555556,99.26406926406926,94.04800415039062,62.41379310344828,51.52709359605912
BiT-M-R101x1-ILSVRC2012,74.64600372314453,36.706668853759766,82.12000274658203,76.12200164794922,81.20000457763672,74.9000015258789,79.6240005493164,72.83200073242188,77.26000213623047,69.302001953125,73.21200561523438,64.302001953125,81.73600769042969,73.656005859375,80.91000366210938,71.59800720214844,79.28600311279297,66.25800323486328,72.55000305175781,47.19200134277344,57.426002502441406,17.272001266479492,77.75800323486328,65.16600036621094,74.5300064086914,57.262001037597656,66.13999938964844,40.44000244140625,56.32200241088867,27.72800064086914,46.066001892089844,18.852001190185547,81.32200622558594,71.47600555419922,71.56800079345703,51.64200210571289,70.54199981689453,54.336002349853516,58.250003814697266,37.630001068115234,28.214000701904297,11.916000366210938,80.46800231933594,69.59400177001953,79.08200073242188,65.44200134277344,76.4000015258789,58.0780029296875,73.76200103759766,52.14600372314453,64.51399993896484,35.444000244140625,75.68800354003906,67.1500015258789,66.656005859375,54.62400436401367,58.25400161743164,44.68600082397461,56.954002380371094,43.11600112915039,51.108001708984375,36.682003021240234,80.75200653076172,73.0840072631836,76.65400695800781,61.46000289916992,69.59400177001953,45.57400131225586,61.5880012512207,31.404001235961914,43.94200134277344,15.0600004196167,78.52400207519531,70.25800323486328,75.35200500488281,63.96400451660156,69.71800231933594,53.380001068115234,60.69600296020508,39.422000885009766,45.97600173950195,20.578001022338867,59.71000289916992,44.91800308227539,16.06599998474121,11.66200065612793,9.026000022888184,74.21000671386719,63.33400344848633,71.33800506591797,56.182003021240234,68.3759994506836,50.552001953125,59.7920036315918,36.87600326538086,46.63600158691406,20.726001739501953,78.37000274658203,70.42000579833984,76.91600036621094,67.52200317382812,75.85800170898438,65.46200561523438,71.97200012207031,58.64800262451172,65.58600616455078,48.31800079345703,79.48200225830078,69.57600402832031,76.27400207519531,61.070003509521484,69.93400573730469,47.01400375366211,59.5420036315918,31.464000701904297,51.208003997802734,22.93600082397461,79.5040054321289,72.27000427246094,77.99800109863281,69.2560043334961,74.76800537109375,60.340003967285156,67.73800659179688,43.28200149536133,64.13999938964844,31.558000564575195,79.58600616455078,70.94200134277344,76.28800201416016,67.0260009765625,80.95000457763672,74.49800109863281,75.05400085449219,67.21800231933594,66.2300033569336,56.75200271606445,77.9020004272461,68.89400482177734,74.29000091552734,61.73600387573242,68.97600555419922,51.884002685546875,57.846004486083984,33.97600173950195,47.552001953125,20.748001098632812,69.9280014038086,63.23200225830078,62.04000473022461,45.73800277709961,59.37800216674805,50.00200271606445,47.48200225830078,39.64200210571289,45.41800308227539,30.00400161743164,80.9320068359375,74.64800262451172,75.97000122070312,67.28600311279297,74.73800659179688,60.608001708984375,59.14600372314453,54.35000228881836,50.018001556396484,43.30800247192383,78.33800506591797,69.49000549316406,76.61600494384766,66.15399932861328,69.62600708007812,54.98600387573242,64.2560043334961,47.3640022277832,56.45600128173828,36.64800262451172,63.49400329589844,56.336002349853516,52.250003814697266,46.43600082397461,41.44200134277344,37.97800064086914,33.5260009765625,30.976001739501953,27.50400161743164,24.93600082397461,44.00666809082031,29.96718406677246,81.06402164111812,66.99729486023445,71.5199966430664,71.40999603271484,90.0,79.72999572753906,79.83999633789062,83.75999450683594,84.02999877929688,39.202765474775845,,,,,26.57400131225586,82.52200317382812,96.22000122070312,95.56999969482422,87.45600128173828,99.41666666666666,99.34199134199135,94.4000015258789,68.07881773399015,55.61576354679802
nasnetalarge,77.36000061035156,23.213333129882812,82.36600494384766,79.04400634765625,82.0060043334961,78.58200073242188,81.09800720214844,77.69400024414062,79.90400695800781,75.89000701904297,78.01000213623047,73.02200317382812,82.2300033569336,77.19400024414062,81.92400360107422,75.72400665283203,81.10000610351562,72.27400207519531,77.19000244140625,57.67400360107422,64.26000213623047,26.658000946044922,76.7760009765625,68.26600646972656,72.4320068359375,62.46000289916992,63.17200469970703,48.93400192260742,52.506004333496094,35.582000732421875,41.05000305175781,24.07200050354004,80.57600402832031,74.97200012207031,68.98400115966797,55.070003509521484,74.65400695800781,64.21800231933594,63.208003997802734,49.49800109863281,29.71000099182129,18.928001403808594,81.13200378417969,73.7540054321289,80.22000122070312,70.63400268554688,78.35800170898438,64.406005859375,75.88800048828125,57.62600326538086,68.59600067138672,40.41400146484375,75.45800018310547,71.03400421142578,63.644004821777344,58.50200271606445,53.630001068115234,48.3280029296875,50.910003662109375,45.970001220703125,44.55000305175781,39.21200180053711,81.3340072631836,74.64000701904297,74.4800033569336,64.73400115966797,65.41800689697266,52.74400329589844,54.94200134277344,40.9640007019043,35.900001525878906,20.426000595092773,79.01399993896484,73.81999969482422,76.11400604248047,69.38400268554688,70.96000671386719,60.316001892089844,61.49800109863281,46.922000885009766,44.29800033569336,27.648000717163086,65.98800659179688,51.91400146484375,21.392000198364258,14.55000114440918,8.598000526428223,74.73800659179688,67.4020004272461,72.07600402832031,62.10000228881836,68.86199951171875,57.702003479003906,58.96400451660156,44.612003326416016,44.272003173828125,28.354001998901367,79.09600067138672,74.0060043334961,77.86800384521484,71.7300033569336,76.802001953125,69.85200500488281,73.45800018310547,64.41799926757812,68.23800659179688,56.67000198364258,80.35400390625,73.62800598144531,77.23200225830078,66.32400512695312,70.22600555419922,50.432003021240234,54.8640022277832,29.764001846313477,42.406002044677734,18.740001678466797,80.1240005493164,76.04000091552734,79.31000518798828,74.75200653076172,77.2300033569336,71.27000427246094,73.16600036621094,65.15800476074219,69.1300048828125,59.87800216674805,82.16800689697266,77.49000549316406,80.28400421142578,73.60200500488281,82.18400573730469,78.7540054321289,80.02800750732422,75.21800231933594,75.37200164794922,68.4260025024414,78.49400329589844,73.11400604248047,75.07000732421875,67.11000061035156,69.77000427246094,58.060001373291016,57.7920036315918,40.67000198364258,45.76400375366211,27.530000686645508,71.69800567626953,68.23600006103516,64.3740005493164,51.00200271606445,61.816001892089844,53.28600311279297,51.742000579833984,42.672000885009766,49.16800308227539,34.60600280761719,81.07000732421875,78.10800170898438,77.00800323486328,72.41000366210938,74.65800476074219,66.34600067138672,64.2300033569336,59.698001861572266,57.19600296020508,49.43600082397461,79.04200744628906,73.61000061035156,77.08000183105469,70.39400482177734,70.33600616455078,58.64400100708008,65.30599975585938,50.28600311279297,57.8380012512207,39.452003479003906,82.5060043334961,61.66400146484375,52.97600173950195,50.88600158691406,43.62800216674805,42.77000045776367,34.39400100708008,35.28600311279297,29.2760009765625,27.98600196838379,45.20333480834961,32.86761474609375,77.63751127141569,62.12804328223625,72.20999908447266,72.29000091552734,89.68000030517578,80.04000091552734,80.0,83.83999633789062,84.16999816894531,47.08868964027222,68.84400177001953,25.18000030517578,39.81999969482422,14.100000381469727,36.5880012512207,82.5060043334961,95.61000061035156,95.20999908447266,86.08000183105469,99.29861111111111,99.22077922077922,94.28800201416016,64.92610837438424,51.37931034482759
efficientnet-b4,75.43000030517578,23.786666870117188,81.77400207519531,77.82600402832031,80.79400634765625,76.79800415039062,79.39000701904297,74.94600677490234,77.02400207519531,71.63600158691406,73.27000427246094,66.74800109863281,78.60200500488281,71.5320053100586,75.89200592041016,66.64400482177734,69.95800018310547,54.94200134277344,48.52800369262695,24.858001708984375,12.672000885009766,4.384000301361084,76.46000671386719,66.37000274658203,71.39600372314453,58.708003997802734,62.224002838134766,42.5420036315918,51.092002868652344,28.858001708984375,39.54800033569336,18.652000427246094,80.86600494384766,73.96000671386719,71.0040054321289,54.03400421142578,71.11200714111328,60.46200180053711,59.01000213623047,45.94400405883789,33.400001525878906,19.788000106811523,77.74200439453125,69.21200561523438,75.74600219726562,64.52200317382812,72.60200500488281,56.80400085449219,69.41600036621094,49.742000579833984,60.34800338745117,32.47600173950195,71.9020004272461,66.44800567626953,58.44400405883789,50.172000885009766,48.23600387573242,38.242000579833984,45.74800109863281,35.91200256347656,38.84000015258789,28.73600196838379,80.62800598144531,73.79400634765625,73.22200012207031,62.10600280761719,62.980003356933594,46.93800354003906,52.794002532958984,33.44200134277344,34.656002044677734,15.722001075744629,77.35200500488281,70.81800079345703,73.406005859375,63.15400314331055,66.15800476074219,50.18000411987305,53.832000732421875,34.07200241088867,33.69000244140625,15.558000564575195,61.268001556396484,43.564002990722656,15.000000953674316,9.32800006866455,6.158000469207764,74.23800659179688,67.5260009765625,70.68000030517578,58.99200439453125,66.93800354003906,51.86600112915039,55.24400329589844,35.20000076293945,38.290000915527344,18.513999938964844,78.52200317382812,72.11800384521484,77.44200134277344,69.51600646972656,76.29600524902344,67.79400634765625,72.9260025024414,61.978004455566406,67.81600189208984,53.86600112915039,79.96000671386719,72.0300064086914,77.00200653076172,63.88200378417969,70.75200653076172,48.50400161743164,59.630001068115234,30.25400161743164,50.39400100708008,20.580001831054688,78.05400085449219,72.48600006103516,78.41000366210938,69.71000671386719,73.84000396728516,64.6300048828125,68.24400329589844,55.90800094604492,66.05000305175781,46.53000259399414,78.68800354003906,72.76600646972656,75.60600280761719,69.49800109863281,80.7280044555664,76.50800323486328,75.07200622558594,69.67000579833984,66.91000366210938,60.79000473022461,76.67200469970703,69.5580062866211,72.17200469970703,60.62800216674805,65.27000427246094,48.5420036315918,49.698001861572266,28.80000114440918,35.6400032043457,16.304000854492188,69.22400665283203,65.56800079345703,59.80800247192383,45.92000198364258,58.03200149536133,49.432003021240234,46.33400344848633,38.27400207519531,40.94000244140625,26.218000411987305,80.51400756835938,76.86400604248047,75.68800354003906,70.48400115966797,73.34200286865234,63.64800262451172,65.75200653076172,59.48200225830078,58.3180046081543,50.336002349853516,77.03800201416016,70.59000396728516,74.71000671386719,66.80599975585938,66.57200622558594,53.340003967285156,60.316001892089844,43.95800018310547,51.01400375366211,32.13600158691406,64.66600036621094,59.60600280761719,53.62600326538086,49.018001556396484,45.68600082397461,40.112003326416016,37.60000228881836,33.0260009765625,30.57600212097168,25.946001052856445,43.65666961669922,30.077228546142578,75.29305680793507,60.77547339945897,70.77999877929688,70.80999755859375,89.27999877929688,79.13999938964844,79.0199966430664,83.22000122070312,83.18999481201172,46.19747218321271,72.31999969482422,24.799999237060547,41.71999740600586,9.399999618530273,31.94000244140625,82.2280044555664,95.43000030517578,95.20999908447266,85.92000579833984,99.27777777777777,99.24675324675324,94.1760025024414,62.315270935960584,49.802955665024626
resnext50_32x4d_swsl,76.09800720214844,33.026668548583984,81.96800231933594,78.99400329589844,81.25800323486328,78.22200012207031,80.06800079345703,76.69600677490234,77.99400329589844,73.97000122070312,74.70600128173828,70.10200500488281,81.3080062866211,75.92000579833984,80.49600219726562,73.5040054321289,78.25800323486328,67.54600524902344,70.13400268554688,47.43000411987305,51.32400131225586,19.73000144958496,74.5,69.23400115966797,68.47400665283203,62.21800231933594,53.96800231933594,46.624000549316406,40.202003479003906,33.42000198364258,28.07000160217285,22.6820011138916,77.19000244140625,74.60200500488281,55.11600112915039,51.676002502441406,62.89800262451172,61.044002532958984,46.85600280761719,47.08400344848633,21.790000915527344,21.218000411987305,79.59800720214844,73.156005859375,78.08200073242188,69.66600036621094,74.71000671386719,63.26000213623047,69.92400360107422,56.01000213623047,56.96600341796875,37.406002044677734,73.1240005493164,69.54600524902344,60.10200119018555,55.952003479003906,49.62600326538086,45.43000030517578,47.61600112915039,43.3900032043457,41.0620002746582,36.86600112915039,79.92400360107422,75.79600524902344,73.16600036621094,66.09200286865234,61.28600311279297,51.810001373291016,46.69400405883789,37.63199996948242,22.996000289916992,17.852001190185547,74.67400360107422,71.76000213623047,68.16600036621094,64.59400177001953,56.512001037597656,52.62600326538086,39.74800109863281,37.7760009765625,20.07000160217285,19.988000869750977,63.78400421142578,48.82400131225586,21.71000099182129,14.816000938415527,8.406000137329102,63.60600280761719,63.40400314331055,59.15200424194336,55.090003967285156,53.4640007019043,49.14400100708008,36.74800109863281,35.314002990722656,19.828001022338867,20.402000427246094,74.57600402832031,72.53600311279297,71.53400421142578,69.45000457763672,68.97200012207031,66.62000274658203,60.7660026550293,57.720001220703125,48.858001708984375,45.784000396728516,77.06600189208984,72.72200012207031,69.73600006103516,64.2280044555664,54.92400360107422,48.96600341796875,37.902000427246094,32.1140022277832,28.838001251220703,22.796001434326172,75.75800323486328,75.17200469970703,76.38400268554688,73.87800598144531,68.95600128173828,69.0,61.23400115966797,61.310001373291016,58.27400207519531,55.96800231933594,80.93600463867188,76.04000091552734,77.76600646972656,71.66800689697266,81.22200012207031,78.27200317382812,76.65800476074219,72.53800201416016,68.47200012207031,63.27000427246094,73.83200073242188,70.76800537109375,65.9280014038086,62.19400405883789,54.612003326416016,50.65200424194336,34.68800354003906,32.650001525878906,21.4060001373291,21.48200035095215,66.52799987792969,65.52400207519531,56.56800079345703,46.85200119018555,57.08200454711914,47.9640007019043,45.07200241088867,35.7760009765625,39.702003479003906,30.628002166748047,79.11800384521484,77.61000061035156,73.30400085449219,70.02200317382812,70.28400421142578,62.13600158691406,54.23800277709961,54.172000885009766,44.18800354003906,41.52400207519531,74.99000549316406,72.02000427246094,70.73800659179688,67.7800064086914,57.086002349853516,53.61000442504883,48.262001037597656,44.48800277709961,37.066001892089844,33.842002868652344,62.84800338745117,61.34800338745117,54.09400177001953,50.94000244140625,47.832000732421875,43.12200164794922,39.88200378417969,36.04600143432617,35.384002685546875,29.218002319335938,68.97666931152344,50.44902038574219,81.78539224526601,63.11992786293958,72.58000183105469,72.6500015258789,89.5999984741211,80.23999786376953,80.5,84.04000091552734,84.29999542236328,49.3842497569407,51.47999954223633,12.139999389648438,11.9399995803833,8.800000190734863,28.930002212524414,82.18000030517578,95.8699951171875,95.62999725341797,86.8800048828125,99.30555555555556,99.25541125541125,93.93600463867188,65.27093596059113,51.42857142857142
resnext101_32x16d_ssl,74.11000061035156,32.66666793823242,81.63200378417969,78.41600036621094,80.98600006103516,77.71600341796875,79.86600494384766,76.4280014038086,77.7820053100586,74.06600189208984,74.54000091552734,70.44400024414062,80.82600402832031,75.61400604248047,79.98400115966797,73.50200653076172,78.00800323486328,68.31800079345703,70.78600311279297,50.20600128173828,55.25400161743164,22.54800033569336,73.89400482177734,70.55000305175781,69.27200317382812,65.6780014038086,58.228004455566406,54.11000442504883,47.064002990722656,42.566001892089844,36.152000427246094,31.676000595092773,76.37600708007812,74.19400024414062,56.50400161743164,52.93000411987305,64.79400634765625,64.44000244140625,48.63600158691406,52.71600341796875,19.52800178527832,26.578001022338867,78.9320068359375,72.42200469970703,77.43600463867188,68.60400390625,74.47400665283203,62.59400177001953,70.06600189208984,55.928001403808594,58.3900032043457,39.374000549316406,72.48600006103516,69.94800567626953,59.91800308227539,57.7400016784668,50.182003021240234,47.75800323486328,47.97600173950195,45.8280029296875,41.85200119018555,39.46800231933594,79.32000732421875,75.59600067138672,72.69200134277344,68.38200378417969,63.03200149536133,58.096004486083984,50.768001556396484,45.656002044677734,28.14000129699707,24.77800178527832,75.19200134277344,73.63600158691406,69.76000213623047,68.04800415039062,60.45000457763672,58.846004486083984,45.07600402832031,44.93400192260742,24.578001022338867,26.244001388549805,66.36800384521484,54.49800109863281,28.354001998901367,20.904001235961914,13.140000343322754,61.134002685546875,66.66800689697266,61.23800277709961,61.298004150390625,57.16800308227539,56.340003967285156,42.974002838134766,42.92400360107422,25.330001831054688,26.630001068115234,73.97600555419922,72.63400268554688,71.4280014038086,69.93400573730469,69.44200134277344,68.01600646972656,62.96000289916992,61.428001403808594,53.84600067138672,52.19600296020508,77.4800033569336,74.23400115966797,72.27400207519531,68.52000427246094,61.87600326538086,57.89400100708008,47.230003356933594,43.30400085449219,37.76000213623047,33.74800109863281,75.6240005493164,74.6760025024414,75.58200073242188,73.73600006103516,70.5780029296875,70.4000015258789,64.6300048828125,65.05400085449219,61.618003845214844,60.44400405883789,81.06200408935547,75.88400268554688,77.87800598144531,71.51399993896484,80.94600677490234,77.77800750732422,75.67400360107422,72.06999969482422,66.54000091552734,63.44400405883789,73.72600555419922,72.31000518798828,66.71800231933594,65.52000427246094,57.35000228881836,56.16200256347656,38.68600082397461,39.1140022277832,25.174001693725586,26.63800048828125,66.69800567626953,66.71200561523438,58.38600158691406,50.858001708984375,58.5160026550293,50.83400344848633,46.8280029296875,39.314002990722656,42.34000015258789,34.202003479003906,79.16000366210938,77.12600708007812,73.19000244140625,70.46200561523438,69.63200378417969,63.58200454711914,49.474002838134766,54.35600280761719,39.34000015258789,42.91800308227539,73.9020004272461,72.79199981689453,69.5320053100586,69.21600341796875,57.21400451660156,56.87600326538086,49.10000228881836,48.64400100708008,38.5780029296875,38.53000259399414,67.5580062866211,64.87000274658203,60.04600143432617,56.17000198364258,53.69600296020508,49.35000228881836,45.67000198364258,42.19000244140625,40.87000274658203,35.11800003051758,50.22999954223633,34.60865783691406,80.34265103697025,66.45626690712353,71.4000015258789,71.25,88.95999908447266,79.18000030517578,79.30999755859375,82.69999694824219,83.02999877929688,47.288538403370424,51.31999969482422,13.84000015258789,15.420000076293945,8.760000228881836,29.96200180053711,81.83600616455078,95.79000091552734,95.4000015258789,85.69600677490234,99.34722222222221,99.39393939393939,93.85600280761719,61.97044334975369,51.231527093596064
vit_base_patch16_224,72.60800170898438,32.06666564941406,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.336666107177734,35.76411437988281,85.75293056807935,69.97294860234446,71.29999542236328,71.33000183105469,89.5999984741211,78.75,78.97999572753906,82.61000061035156,82.5999984741211,44.690504483093875,,,,,30.5260009765625,81.79000091552734,95.33999633789062,95.19999694824219,86.67200469970703,99.22222222222223,99.2121212121212,94.27200317382812,67.88177339901478,56.00985221674877
vit_base_patch32_384,72.52400207519531,33.66666793823242,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44.70000076293945,32.460845947265625,84.76104598737602,70.8746618575293,71.16999816894531,71.23999786376953,89.36000061035156,79.70999908447266,79.80999755859375,83.25999450683594,83.25999450683594,43.76687911850492,,,,,33.98400115966797,81.65800476074219,95.80999755859375,95.2699966430664,85.93600463867188,99.23611111111111,99.15151515151514,93.84000396728516,69.06403940886699,58.17733990147783
resnext101_32x8d_ssl,73.75800323486328,29.066667556762695,81.51200103759766,78.2800064086914,80.79600524902344,77.52400207519531,79.59600067138672,76.30000305175781,77.60800170898438,73.73400115966797,74.22000122070312,70.02000427246094,80.75200653076172,75.57200622558594,80.0560073852539,73.41200256347656,78.19600677490234,68.07600402832031,71.39600372314453,48.89600372314453,56.13200378417969,21.32000160217285,73.91000366210938,70.20600128173828,68.92400360107422,65.0300064086914,57.26400375366211,52.72800064086914,45.97200393676758,40.652000427246094,34.9900016784668,29.53400230407715,76.39600372314453,74.10000610351562,56.500003814697266,52.97200393676758,63.93000411987305,63.71600341796875,47.46800231933594,51.650001525878906,16.474000930786133,25.100000381469727,78.9280014038086,72.31999969482422,77.54000091552734,69.052001953125,74.23800659179688,62.79000473022461,69.64000701904297,55.820003509521484,56.448001861572266,38.39200210571289,72.0580062866211,69.38200378417969,58.948001861572266,56.71600341796875,48.874000549316406,46.592002868652344,46.698001861572266,44.5780029296875,40.492000579833984,38.21800231933594,79.08000183105469,75.56000518798828,72.59600067138672,68.01399993896484,62.91200256347656,56.77800369262695,50.92400360107422,43.89800262451172,27.886001586914062,23.59200096130371,74.84200286865234,72.51600646972656,69.53600311279297,67.01800537109375,59.384002685546875,57.43400192260742,44.68400192260742,44.034000396728516,24.806001663208008,25.802001953125,65.80599975585938,53.566001892089844,26.362001419067383,18.947999954223633,10.780000686645508,61.55800247192383,64.9800033569336,62.14600372314453,60.3280029296875,58.03000259399414,55.81800079345703,43.0260009765625,42.544002532958984,25.23200035095215,26.426000595092773,73.90800476074219,72.35800170898438,70.96400451660156,69.52200317382812,68.9020004272461,67.37200164794922,61.58000183105469,60.21400451660156,52.388004302978516,50.69000244140625,77.22200012207031,73.78600311279297,71.42200469970703,67.79000091552734,60.10000228881836,55.68600082397461,44.60400390625,39.94000244140625,34.67399978637695,30.16400146484375,75.42400360107422,74.5300064086914,75.08200073242188,73.16800689697266,69.37800598144531,69.80000305175781,62.70600128173828,63.71000289916992,58.86000442504883,58.20600128173828,80.87200164794922,75.94800567626953,77.31400299072266,71.10800170898438,80.6760025024414,77.62800598144531,75.36200714111328,72.01600646972656,66.92000579833984,63.67000198364258,73.58200073242188,71.52799987792969,67.03800201416016,64.71800231933594,57.340003967285156,55.55800247192383,38.87800216674805,38.88600158691406,25.136001586914062,26.516000747680664,66.09000396728516,66.32600402832031,56.592002868652344,49.06800079345703,57.0880012512207,49.94000244140625,45.35200119018555,37.974002838134766,40.66400146484375,32.58000183105469,78.66000366210938,77.0840072631836,72.70000457763672,70.22000122070312,69.63600158691406,62.63600158691406,49.39600372314453,53.6400032043457,39.448001861572266,41.62200164794922,74.29600524902344,72.31800079345703,70.40400695800781,68.97200012207031,58.290000915527344,57.11600112915039,50.28000259399414,49.11000061035156,39.55000305175781,39.02000045776367,66.64200592041016,63.89800262451172,58.840003967285156,54.53400421142578,52.590003967285156,47.698001861572266,44.29600143432617,40.37200164794922,39.518001556396484,33.156002044677734,49.086666107177734,34.0211067199707,78.08836789900812,62.488728584310195,71.48999786376953,71.40999603271484,89.19999694824219,79.06999969482422,79.33000183105469,82.97999572753906,83.06999969482422,46.186669547369554,49.87999725341797,11.739999771118164,13.079999923706055,8.59999942779541,29.25200080871582,81.62600708007812,95.5,95.31999969482422,86.4320068359375,99.33333333333333,99.2900432900433,93.93600463867188,61.92118226600986,50.29556650246305
vit_large_patch32_384,72.7280044555664,38.93333435058594,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,48.23666763305664,34.67154312133789,86.29395852119026,73.12894499549142,70.8699951171875,70.58999633789062,89.91999816894531,78.30999755859375,78.75,81.5999984741211,81.70999908447266,44.949767743329375,,,,,35.05000305175781,81.51200103759766,95.82999420166016,95.23999786376953,86.01600646972656,99.24305555555556,99.16883116883118,94.24000549316406,69.4088669950739,59.26108374384237
senet154,73.0260009765625,19.013334274291992,81.30400085449219,77.69200134277344,79.61200714111328,76.47000122070312,77.6780014038086,74.4320068359375,74.60200500488281,70.81800079345703,70.06200408935547,65.64200592041016,81.30400085449219,71.28400421142578,73.51800537109375,66.36400604248047,66.47600555419922,55.89600372314453,46.288002014160156,29.942001342773438,15.588000297546387,7.260000228881836,69.51600646972656,66.55000305175781,62.0680046081543,60.25800323486328,46.250003814697266,46.63600158691406,31.614002227783203,33.948001861572266,20.290000915527344,23.100000381469727,78.3280029296875,74.62600708007812,64.23200225830078,58.13600158691406,66.1500015258789,63.97200393676758,50.99400329589844,51.43400192260742,23.786001205444336,24.590002059936523,81.30400085449219,69.12800598144531,71.9520034790039,64.76000213623047,67.16800689697266,58.08400344848633,63.19200134277344,52.32600402832031,50.066001892089844,36.37800216674805,81.30400085449219,67.27000427246094,50.73600387573242,51.97200393676758,38.25600051879883,40.656002044677734,35.486000061035156,38.288002014160156,28.498001098632812,31.388002395629883,81.30400085449219,73.37000274658203,64.34600067138672,63.23400115966797,49.160003662109375,49.816001892089844,35.62200164794922,37.69000244140625,18.194000244140625,20.00200080871582,81.30400085449219,70.78600311279297,66.74800109863281,63.384002685546875,53.518001556396484,50.26000213623047,35.46000289916992,34.20800018310547,14.438000679016113,14.86600112915039,63.776004791259766,50.4160041809082,23.82400131225586,16.986000061035156,10.688000679016113,81.30400085449219,68.61199951171875,63.81200408935547,60.70600128173828,55.426002502441406,52.35200119018555,35.07200241088867,33.48800277709961,15.498001098632812,15.738000869750977,81.30400085449219,71.14200592041016,69.82400512695312,68.18600463867188,67.656005859375,66.06000518798828,60.560001373291016,59.60600280761719,50.172000885009766,50.16200256347656,75.61200714111328,71.96800231933594,69.4800033569336,65.4320068359375,56.66200256347656,52.768001556396484,39.79600143432617,36.124000549316406,29.108001708984375,26.02800178527832,81.30400085449219,72.62000274658203,73.4800033569336,71.302001953125,53.80600357055664,62.69400405883789,35.86600112915039,48.67000198364258,28.71200180053711,38.316001892089844,81.30400085449219,72.79400634765625,73.82600402832031,70.17400360107422,79.15800476074219,76.16400146484375,71.18600463867188,68.23600006103516,60.89200210571289,57.888004302978516,81.30400085449219,69.56200408935547,64.39400482177734,60.936004638671875,52.066001892089844,48.97200393676758,30.632001876831055,29.23400115966797,15.688000679016113,16.128000259399414,64.06999969482422,64.7280044555664,51.96800231933594,43.80400085449219,52.78400421142578,47.500003814697266,40.5880012512207,35.25,32.60000228881836,26.330001831054688,81.30400085449219,76.81000518798828,73.92000579833984,70.2560043334961,71.39200592041016,63.310001373291016,53.40200424194336,55.496002197265625,43.39400100708008,44.23400115966797,81.30400085449219,70.68000030517578,69.47600555419922,66.74000549316406,53.76000213623047,52.82400131225586,43.27800369262695,43.43400192260742,30.10000228881836,31.176000595092773,81.30400085449219,63.66800308227539,58.820003509521484,55.00400161743164,50.53200149536133,46.922000885009766,42.53000259399414,39.746002197265625,36.444000244140625,31.898000717163086,42.22666931152344,30.000591278076172,74.30117222723173,57.98016230838593,70.47999572753906,70.19999694824219,87.83999633789062,78.45999908447266,78.65999603271484,82.88999938964844,82.83000183105469,43.30776709517122,61.53999710083008,16.34000015258789,35.55999755859375,9.15999984741211,29.264001846313477,81.30400085449219,95.06999969482422,94.72999572753906,83.96800231933594,99.23611111111111,98.98701298701299,93.93600463867188,60.73891625615764,47.29064039408867
resnet50_swsl,74.52000427246094,29.893333435058594,80.802001953125,77.39600372314453,80.0840072631836,76.58800506591797,78.61800384521484,75.06600189208984,76.68400573730469,72.47200012207031,73.302001953125,68.21400451660156,80.18600463867188,74.36800384521484,79.1780014038086,71.86400604248047,76.70000457763672,65.56800079345703,67.12000274658203,45.00400161743164,46.06200408935547,17.75,72.53800201416016,67.74800109863281,66.44200134277344,60.80000305175781,51.63200378417969,45.02800369262695,37.50800323486328,31.018001556396484,25.768001556396484,20.2760009765625,75.7820053100586,73.302001953125,53.2920036315918,50.38800048828125,61.03000259399414,59.50800323486328,44.19200134277344,45.30000305175781,18.354000091552734,18.736000061035156,78.1820068359375,71.59600067138672,76.85800170898438,68.14000701904297,73.302001953125,61.95600128173828,68.13600158691406,54.81200408935547,54.762001037597656,37.09000015258789,71.1520004272461,68.10400390625,57.39400100708008,54.24800109863281,46.784000396728516,43.362003326416016,44.65400314331055,41.38200378417969,37.72200012207031,34.444000244140625,78.86800384521484,74.53400421142578,71.5300064086914,64.94200134277344,59.37600326538086,51.060001373291016,46.10600280761719,37.17000198364258,24.312000274658203,16.976001739501953,72.8800048828125,70.07400512695312,65.60400390625,62.3280029296875,52.362003326416016,49.32200241088867,34.32200241088867,32.9640007019043,14.890000343322754,15.004000663757324,61.730003356933594,46.99800109863281,21.378000259399414,15.180000305175781,9.192000389099121,63.03400421142578,62.80400466918945,56.72600173950195,53.43400192260742,49.72200393676758,45.65800094604492,32.20800018310547,29.968002319335938,15.518000602722168,14.938000679016113,73.36800384521484,71.01000213623047,70.27799987792969,67.87000274658203,67.89400482177734,65.17200469970703,59.948001861572266,56.67400360107422,48.57200241088867,45.32400131225586,75.2020034790039,71.09400177001953,66.22000122070312,61.24800109863281,49.07600402832031,43.07600021362305,30.696001052856445,24.560001373291016,21.09800148010254,16.328001022338867,74.35400390625,73.49600219726562,75.26800537109375,72.20000457763672,66.09200286865234,66.90800476074219,57.7920036315918,58.89800262451172,53.802001953125,52.900001525878906,79.92000579833984,75.24200439453125,75.89000701904297,70.71600341796875,80.12200164794922,76.53400421142578,74.94400024414062,70.59600067138672,66.3479995727539,61.000003814697266,71.72000122070312,69.04600524902344,62.410003662109375,59.566001892089844,49.28000259399414,46.742000579833984,28.340002059936523,27.394001007080078,15.828001022338867,15.778000831604004,64.46400451660156,63.272003173828125,54.23200225830078,44.592002868652344,53.59800338745117,45.11600112915039,41.63200378417969,32.055999755859375,36.374000549316406,27.174001693725586,77.51000213623047,76.1240005493164,72.2040023803711,68.34000396728516,69.66800689697266,59.948001861572266,48.19200134277344,49.230003356933594,36.513999938964844,35.55000305175781,73.11600494384766,70.44000244140625,67.93000030517578,65.97600555419922,51.19400405883789,49.62000274658203,40.986000061035156,39.358001708984375,28.976001739501953,27.76000213623047,61.750003814697266,60.380001068115234,52.73200225830078,50.32600402832031,45.14200210571289,41.66400146484375,36.97200012207031,34.592002868652344,32.034000396728516,27.45400047302246,68.30667114257812,49.550987243652344,81.51487826871056,62.759242560865644,71.68999481201172,71.45999908447266,89.5199966430664,79.31999969482422,79.47000122070312,83.1199951171875,83.33000183105469,48.44982175650859,51.65999984741211,12.65999984741211,12.479999542236328,8.760000228881836,28.268001556396484,81.18000030517578,95.40999603271484,95.19999694824219,85.40800476074219,99.19444444444444,99.2034632034632,93.7280044555664,64.72906403940887,50.3448275862069
efficientnet-b3-advprop-autoaug,76.656005859375,17.226667404174805,80.96000671386719,77.89600372314453,80.40400695800781,77.15400695800781,79.5040054321289,75.74800109863281,78.1500015258789,73.51399993896484,75.74800109863281,69.81000518798828,78.97200012207031,73.71600341796875,76.88800048828125,69.96200561523438,71.3740005493164,61.03200149536133,52.0160026550293,32.992000579833984,19.102001190185547,8.098000526428223,72.52000427246094,65.77200317382812,67.84400177001953,59.85400390625,58.452003479003906,45.452003479003906,47.294002532958984,32.62800216674805,36.03000259399414,22.57000160217285,78.64400482177734,73.53400421142578,65.7560043334961,53.36000442504883,73.98200225830078,66.7040023803711,64.82400512695312,55.91200256347656,35.816001892089844,27.57200050354004,77.2040023803711,69.85200500488281,75.13600158691406,65.72600555419922,71.91000366210938,58.48200225830078,69.90400695800781,52.81800079345703,62.99800109863281,37.35200119018555,75.13400268554688,70.58800506591797,63.842002868652344,57.58400344848633,53.8280029296875,46.69000244140625,51.40800094604492,44.42400360107422,44.55800247192383,37.21000289916992,78.79200744628906,72.78400421142578,70.82400512695312,61.932003021240234,61.656002044677734,48.704002380371094,51.980003356933594,35.16200256347656,33.14200210571289,18.474000930786133,78.16800689697266,73.74000549316406,75.35400390625,69.22600555419922,69.85800170898438,60.60200119018555,59.52000427246094,46.608001708984375,40.762001037597656,24.29400062561035,68.56800079345703,59.49800109863281,32.66800308227539,23.61800193786621,15.756000518798828,76.91400146484375,70.04600524902344,73.12200164794922,65.44600677490234,69.6820068359375,60.592002868652344,58.73800277709961,46.13600158691406,42.3120002746582,25.55000114440918,78.2560043334961,73.94400024414062,77.2800064086914,72.38600158691406,76.5,71.07400512695312,73.81200408935547,66.9320068359375,69.73600006103516,60.64200210571289,78.29000091552734,73.26399993896484,74.9520034790039,67.39600372314453,67.7800064086914,54.368003845214844,54.91800308227539,35.790000915527344,44.492000579833984,24.774002075195312,78.23800659179688,74.64200592041016,78.93600463867188,73.27799987792969,73.68400573730469,66.14800262451172,65.81400299072266,56.18400192260742,63.720001220703125,47.314002990722656,80.5300064086914,76.58800506591797,79.99200439453125,76.13800048828125,80.29600524902344,77.29200744628906,77.6300048828125,73.71000671386719,73.60000610351562,67.81200408935547,77.98200225830078,73.0320053100586,74.81000518798828,67.9020004272461,69.3479995727539,59.406002044677734,57.380001068115234,41.91400146484375,46.10400390625,27.75200080871582,70.46600341796875,68.16000366210938,63.27800369262695,53.08000183105469,61.272003173828125,53.678001403808594,50.22200393676758,42.16600036621094,49.50400161743164,35.763999938964844,79.84800720214844,76.94800567626953,75.86200714111328,71.40800476074219,74.45000457763672,65.77400207519531,66.89400482177734,59.73600387573242,60.952003479003906,48.874000549316406,78.38200378417969,73.87000274658203,76.99400329589844,71.69400024414062,71.27400207519531,62.84800338745117,66.49200439453125,56.33400344848633,59.69200134277344,46.38200378417969,67.35800170898438,63.4900016784668,57.80600357055664,54.38200378417969,49.53000259399414,45.91600036621094,40.768001556396484,38.612003326416016,33.34000015258789,30.632001876831055,50.116668701171875,36.89009475708008,76.73579801623085,65.01352569882776,70.33000183105469,70.29000091552734,89.04000091552734,78.5,78.54000091552734,82.6199951171875,82.72000122070312,43.955925245759964,78.55999755859375,47.15999984741211,62.18000030517578,16.459999084472656,40.3640022277832,81.09000396728516,94.88999938964844,94.55999755859375,84.6240005493164,99.20138888888889,99.10822510822511,93.39200592041016,63.44827586206897,52.906403940886705
efficientnet-b3-autoaug,74.9520034790039,17.68000030517578,80.84600067138672,76.54400634765625,80.26000213623047,75.80000305175781,79.18800354003906,74.29400634765625,77.44400024414062,71.55000305175781,74.58000183105469,67.41000366210938,78.5580062866211,71.39200592041016,75.95600128173828,66.73400115966797,69.66600036621094,55.72600173950195,47.538002014160156,26.91200065612793,14.8100004196167,5.7900004386901855,70.72200012207031,63.8640022277832,63.50200271606445,56.60400390625,51.082000732421875,42.59000015258789,39.50800323486328,30.518001556396484,29.14000129699707,20.56800079345703,78.4320068359375,72.5780029296875,64.96000671386719,51.70600128173828,67.60200500488281,58.454002380371094,50.52800369262695,41.47200012207031,17.84800148010254,13.04800033569336,77.2560043334961,68.28800201416016,75.34200286865234,64.29000091552734,72.68000030517578,57.400001525878906,70.14000701904297,50.58000183105469,62.62200164794922,33.858001708984375,70.24800109863281,64.90399932861328,55.9160041809082,47.77400207519531,45.14400100708008,35.62000274658203,42.47600173950195,33.422000885009766,35.66200256347656,26.43600082397461,77.8740005493164,71.37600708007812,66.76000213623047,58.7760009765625,54.750003814697266,44.68400192260742,43.33000183105469,33.16200256347656,24.75200080871582,16.81800079345703,75.9780044555664,70.60800170898438,71.60400390625,62.590003967285156,64.04000091552734,48.06800079345703,50.45000076293945,28.57400131225586,29.3700008392334,9.696000099182129,62.95600128173828,46.24400329589844,13.712000846862793,8.134000778198242,5.600000381469727,75.79199981689453,69.01399993896484,70.86200714111328,62.55000305175781,65.84200286865234,55.388004302978516,51.02800369262695,33.28600311279297,32.19600296020508,11.598000526428223,76.25200653076172,71.27200317382812,74.90800476074219,69.03800201416016,73.85000610351562,67.33399963378906,70.42400360107422,62.08400344848633,65.45000457763672,54.94000244140625,77.68600463867188,71.14400482177734,72.91200256347656,62.82200241088867,61.66800308227539,46.89600372314453,44.2760009765625,29.040000915527344,33.314002990722656,19.224000930786133,75.44800567626953,72.5300064086914,75.9020004272461,70.36400604248047,68.74800109863281,64.94000244140625,61.42000198364258,56.630001068115234,58.74800109863281,47.798004150390625,80.37200164794922,74.9020004272461,80.04600524902344,73.0060043334961,80.12800598144531,75.89400482177734,76.05400085449219,71.24200439453125,70.15400695800781,63.27800369262695,75.56200408935547,69.05400085449219,71.12000274658203,59.80000305175781,64.08600616455078,46.342002868652344,48.124000549316406,24.132001876831055,34.38199996948242,12.442000389099121,67.61199951171875,63.8280029296875,58.26000213623047,43.948001861572266,57.68400192260742,47.5420036315918,46.92400360107422,36.56800079345703,39.832000732421875,26.134000778198242,79.40400695800781,75.5320053100586,75.01200103759766,68.9520034790039,72.31000518798828,61.82400131225586,65.59200286865234,56.66400146484375,58.46000289916992,45.7400016784668,76.23400115966797,69.11600494384766,74.46400451660156,65.73600006103516,67.33600616455078,51.87400436401367,61.33000183105469,42.34400177001953,52.46600341796875,30.23600196838379,61.970001220703125,57.28200149536133,50.4640007019043,46.814002990722656,42.202003479003906,39.0160026550293,33.34800338745117,32.0160026550293,26.07600212097168,24.828001022338867,45.01000213623047,32.62198257446289,76.28494138863842,61.40667267808837,69.95999908447266,70.1199951171875,87.5199966430664,78.16999816894531,78.11000061035156,82.56999969482422,82.52999877929688,44.182780598466024,69.15999603271484,16.8799991607666,33.71999740600586,7.299999713897705,34.73800277709961,81.05400085449219,94.73999786376953,94.5199966430664,84.33600616455078,99.17361111111111,99.19480519480518,93.56800079345703,61.47783251231527,50.04926108374384
resnet152_3x_simclrv2_finetuned_100pct_tf_port,77.91200256347656,33.85333251953125,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47.296669006347656,35.06258773803711,78.89990982867448,66.63660955816052,69.81999969482422,70.3499984741211,87.91999816894531,77.72999572753906,77.44999694824219,81.75,81.81999969482422,46.94825537431133,,,,,31.494001388549805,81.04200744628906,95.58999633789062,95.41999816894531,85.18400573730469,99.34722222222221,99.27272727272727,93.96800231933594,65.17241379310344,54.48275862068965
resnext101_32x4d_ssl,72.84800720214844,24.1733341217041,80.65400695800781,77.63600158691406,79.84200286865234,76.77200317382812,78.59400177001953,75.2760009765625,76.49200439453125,72.71800231933594,72.91200256347656,68.71400451660156,79.99400329589844,74.70000457763672,79.06200408935547,72.07400512695312,77.01399993896484,66.5979995727539,69.29800415039062,46.30800247192383,52.21200180053711,18.2760009765625,72.54800415039062,68.15800476074219,67.10400390625,62.39600372314453,54.95600128173828,49.00400161743164,43.12800216674805,36.426002502441406,31.726001739501953,25.66400146484375,75.46400451660156,73.42200469970703,54.922000885009766,51.15200424194336,61.46400451660156,61.358001708984375,43.8380012512207,48.15400314331055,13.758000373840332,21.256000518798828,77.54800415039062,70.656005859375,75.7800064086914,66.69800567626953,71.84000396728516,59.436004638671875,67.14800262451172,53.19000244140625,54.066001892089844,35.810001373291016,70.97000122070312,68.22200012207031,57.07200241088867,54.98200225830078,46.750003814697266,44.59400177001953,44.8380012512207,42.544002532958984,38.540000915527344,36.202003479003906,78.58200073242188,74.33000183105469,70.95600128173828,65.5979995727539,60.5680046081543,53.038002014160156,47.44200134277344,39.23400115966797,24.612001419067383,19.588001251220703,73.46600341796875,71.11200714111328,66.95800018310547,64.36600494384766,54.298004150390625,53.26400375366211,36.90800094604492,37.82400131225586,16.0939998626709,19.43400001525879,63.77800369262695,50.672000885009766,24.224000930786133,17.450000762939453,9.988000869750977,60.93000411987305,61.77000427246094,57.71800231933594,56.1660041809082,51.772003173828125,50.682003021240234,34.43400192260742,36.16800308227539,16.131999969482422,20.030000686645508,73.19000244140625,71.71000671386719,70.2800064086914,68.93800354003906,68.2300033569336,66.5780029296875,60.87200164794922,59.34800338745117,50.87000274658203,49.43000411987305,76.12600708007812,72.69400024414062,70.63400268554688,66.23200225830078,59.220001220703125,53.586002349853516,43.910003662109375,38.3640022277832,34.10200119018555,28.48200225830078,73.82400512695312,73.61400604248047,73.49600219726562,72.4540023803711,66.87000274658203,68.38200378417969,59.000003814697266,61.58200454711914,54.68000411987305,55.82600402832031,80.01600646972656,74.80599975585938,76.34600067138672,69.86400604248047,79.89600372314453,76.94600677490234,74.43600463867188,70.80400085449219,65.15800476074219,61.728004455566406,72.33800506591797,69.94800567626953,63.94000244140625,61.96600341796875,51.95000076293945,50.87600326538086,30.86600112915039,32.0780029296875,17.428001403808594,20.150001525878906,64.83399963378906,64.3800048828125,55.2760009765625,46.880001068115234,55.176002502441406,47.608001708984375,43.410003662109375,35.50600051879883,38.94200134277344,30.46000099182129,77.55400085449219,76.18400573730469,71.79400634765625,69.0060043334961,68.18000030517578,61.090003967285156,46.86000061035156,51.7660026550293,36.96800231933594,40.43000030517578,73.06200408935547,71.1780014038086,68.9540023803711,67.35800170898438,54.552001953125,53.230003356933594,44.87200164794922,44.21600341796875,33.36000061035156,33.37000274658203,65.35800170898438,62.18400192260742,57.596004486083984,53.09600067138672,51.678001403808594,46.022003173828125,43.94600296020508,39.230003356933594,38.78200149536133,32.03600311279297,47.16666793823242,31.433120727539062,77.36699729486023,62.21821460775473,70.5,70.2699966430664,88.0,78.47999572753906,78.81999969482422,82.11000061035156,82.50999450683594,45.12801123474128,50.71999740600586,10.639999389648438,12.319999694824219,8.479999542236328,28.038002014160156,80.9280014038086,95.43999481201172,95.13999938964844,85.40800476074219,99.29861111111111,99.25541125541125,93.39200592041016,62.118226600985224,50.44334975369458
polynet,73.46200561523438,20.226667404174805,80.44400024414062,76.41000366210938,79.4280014038086,75.18800354003906,77.88800048828125,73.09200286865234,75.28800201416016,69.60000610351562,71.49800109863281,64.54199981689453,77.04600524902344,69.74200439453125,74.36400604248047,64.71000671386719,68.4540023803711,54.18800354003906,51.040000915527344,27.654001235961914,22.97800064086914,6.028000354766846,74.43000030517578,64.27000427246094,70.11600494384766,56.926002502441406,60.678001403808594,41.17000198364258,49.72200393676758,28.606000900268555,38.63800048828125,19.196001052856445,78.97600555419922,72.12600708007812,67.1820068359375,52.1400032043457,66.79800415039062,57.63200378417969,52.048004150390625,42.884002685546875,23.714000701904297,17.29400062561035,75.65800476074219,66.55400085449219,73.1500015258789,61.39800262451172,69.83200073242188,54.10600280761719,67.66200256347656,48.10400390625,57.99200439453125,30.25400161743164,70.72000122070312,65.64200592041016,56.730003356933594,50.592002868652344,45.72800064086914,38.85600280761719,43.000003814697266,36.46800231933594,35.874000549316406,29.408000946044922,79.34200286865234,71.81400299072266,72.9320068359375,59.94000244140625,64.31000518798828,44.27800369262695,53.88600158691406,30.214000701904297,32.3900032043457,14.196001052856445,74.86000061035156,67.94600677490234,69.84200286865234,58.08200454711914,59.94600296020508,43.18400192260742,44.630001068115234,27.09600067138672,23.82200050354004,11.902000427246094,60.75200271606445,46.182003021240234,18.694000244140625,12.42400074005127,7.9200005531311035,71.87200164794922,61.10000228881836,66.75,50.176002502441406,60.53000259399414,42.0780029296875,44.00400161743164,26.272001266479492,25.156002044677734,13.226000785827637,76.65400695800781,69.77000427246094,74.94000244140625,66.81400299072266,73.29000091552734,64.61800384521484,67.4540023803711,56.888004302978516,56.840003967285156,46.02800369262695,77.69400024414062,69.7040023803711,73.66400146484375,60.59800338745117,64.06000518798828,44.91400146484375,49.25400161743164,27.9320011138916,38.35000228881836,19.150001525878906,76.72600555419922,70.28600311279297,76.3800048828125,67.42400360107422,68.62000274658203,58.54600143432617,54.03400421142578,42.082000732421875,44.906002044677734,28.81800079345703,77.14000701904297,71.43000030517578,73.98800659179688,68.12200164794922,79.19600677490234,74.86800384521484,72.83200073242188,67.41600036621094,64.17200469970703,58.35400390625,74.61400604248047,67.01800537109375,68.97400665283203,55.55800247192383,59.9160041809082,41.492000579833984,39.98200225830078,22.57000160217285,24.98400115966797,12.830000877380371,64.1520004272461,62.87600326538086,52.182003021240234,41.082000732421875,49.94200134277344,43.118003845214844,36.75400161743164,30.796001434326172,30.584001541137695,21.09200096130371,79.11200714111328,75.69600677490234,73.7280044555664,68.72000122070312,70.96200561523438,62.55800247192383,60.052001953125,55.910003662109375,52.592002868652344,45.250003814697266,75.69600677490234,68.91200256347656,73.11000061035156,64.29600524902344,63.198001861572266,47.474002838134766,55.67400360107422,37.066001892089844,44.400001525878906,25.698001861572266,80.85800170898438,59.88600158691406,53.57200241088867,50.56200408935547,45.47200393676758,42.96000289916992,37.61600112915039,36.07200241088867,33.21000289916992,29.288002014160156,42.22999954223633,29.363910675048828,73.66997294860235,56.89810640216412,70.30999755859375,70.06999969482422,87.68000030517578,78.43999481201172,78.5199966430664,82.40999603271484,82.95999908447266,44.938965107486226,53.87999725341797,11.559999465942383,18.899999618530273,7.859999656677246,27.768001556396484,80.85800170898438,95.18000030517578,94.66999816894531,84.30400085449219,99.20138888888889,99.13419913419914,93.40800476074219,61.37931034482759,47.33990147783251
BiT-M-R152x4-nonfinetuned,73.1240005493164,37.333335876464844,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,37.8466682434082,25.573307037353516,79.4409377817854,69.52209197475203,68.83000183105469,68.79000091552734,87.19999694824219,76.19999694824219,76.31999969482422,80.56999969482422,80.68000030517578,32.46192070865291,,,,,16.604000091552734,80.48800659179688,94.86000061035156,94.62999725341797,83.48800659179688,99.34722222222221,99.2987012987013,93.26400756835938,61.47783251231527,54.97536945812808
BiT-M-R50x1-ILSVRC2012,71.51399993896484,25.266666412353516,79.94000244140625,71.99600219726562,78.79000091552734,70.60000610351562,77.03800201416016,68.1300048828125,74.15400695800781,63.756004333496094,69.64800262451172,57.73800277709961,79.5040054321289,69.21200561523438,78.69800567626953,66.36199951171875,76.88800048828125,59.836002349853516,69.96000671386719,38.62000274658203,52.932003021240234,12.208000183105469,74.20600128173828,57.32400131225586,69.61000061035156,47.91200256347656,59.186004638671875,29.660001754760742,47.91200256347656,17.900001525878906,36.45000076293945,11.07800006866455,79.29600524902344,66.76399993896484,68.7280044555664,47.2760009765625,63.5880012512207,47.7760009765625,48.66800308227539,31.994001388549805,18.690000534057617,8.136000633239746,78.27800750732422,65.06200408935547,76.63800048828125,60.302001953125,73.87000274658203,52.16400146484375,70.79199981689453,45.84400177001953,61.66400146484375,29.952001571655273,72.12200164794922,61.406002044677734,61.496002197265625,47.262001037597656,53.0420036315918,37.09000015258789,50.582000732421875,35.2660026550293,44.630001068115234,28.8960018157959,78.802001953125,67.96400451660156,72.92400360107422,52.41400146484375,64.04000091552734,34.85000228881836,53.6660041809082,21.856000900268555,33.26000213623047,9.290000915527344,75.53400421142578,63.20000457763672,71.92000579833984,56.230003356933594,65.11199951171875,43.90800094604492,54.67000198364258,27.76000213623047,37.67000198364258,10.532000541687012,49.59800338745117,34.17399978637695,11.346000671386719,8.318000793457031,5.788000106811523,70.01600646972656,55.540000915527344,66.7020034790039,46.57600402832031,63.518001556396484,39.25200271606445,53.388004302978516,24.476001739501953,38.39800262451172,10.484000205993652,75.66600036621094,65.2800064086914,73.98800659179688,62.45000457763672,72.6500015258789,59.94400405883789,67.89000701904297,52.37000274658203,60.220001220703125,41.2140007019043,76.36000061035156,63.342002868652344,72.1820068359375,52.12000274658203,63.77400207519531,35.564002990722656,50.21600341796875,20.144001007080078,40.11800003051758,13.18600082397461,76.44000244140625,66.63600158691406,76.88400268554688,63.67200469970703,71.94800567626953,57.25200271606445,65.3740005493164,43.81800079345703,62.836002349853516,30.296001434326172,76.5040054321289,66.11000061035156,73.302001953125,61.048004150390625,78.22400665283203,69.66400146484375,70.76200103759766,60.02400207519531,60.30000305175781,48.302001953125,74.83200073242188,60.936004638671875,70.14200592041016,52.58000183105469,63.30800247192383,41.42400360107422,49.72800064086914,22.27800178527832,37.880001068115234,11.098000526428223,64.83600616455078,56.92400360107422,56.10200119018555,38.62800216674805,53.42400360107422,42.01400375366211,40.492000579833984,31.3960018157959,37.43600082397461,22.3960018157959,78.5040054321289,70.67400360107422,72.12000274658203,60.71600341796875,70.33200073242188,51.88600158691406,50.55600357055664,44.97800064086914,41.1400032043457,32.77000045776367,74.88800048828125,62.17400360107422,72.6300048828125,57.5680046081543,63.868003845214844,44.07200241088867,57.1400032043457,35.374000549316406,47.742000579833984,24.700000762939453,56.97200393676758,49.26400375366211,44.540000915527344,39.204002380371094,34.50400161743164,30.894001007080078,26.856000900268555,24.656002044677734,22.582000732421875,18.862001419067383,39.19000244140625,25.166540145874023,76.46528403967538,61.49684400360685,67.8699951171875,68.5,88.63999938964844,77.47000122070312,76.95999908447266,82.06999969482422,81.58000183105469,34.85470454790969,29.488000869750977,6.646000385284424,7.678000450134277,6.172000408172607,21.59400177001953,80.4020004272461,95.2699966430664,94.75999450683594,84.59200286865234,99.24305555555556,99.14285714285714,93.7760009765625,63.30049261083743,50.78817733990147
resnext50_32x4d_ssl,71.74200439453125,20.053333282470703,79.97200012207031,76.79400634765625,79.0320053100586,75.81200408935547,77.51600646972656,74.2560043334961,75.21800231933594,71.37600708007812,71.48400115966797,66.89400482177734,79.12800598144531,73.12600708007812,78.17200469970703,70.67000579833984,75.62200164794922,64.18600463867188,66.41800689697266,41.836002349853516,45.80600357055664,14.640000343322754,71.39400482177734,66.62800598144531,65.24200439453125,60.112003326416016,51.388004302978516,45.178001403808594,38.59000015258789,32.48800277709961,27.674001693725586,22.110000610351562,74.68800354003906,72.27000427246094,53.89400100708008,50.16200256347656,57.75200271606445,58.21000289916992,39.910003662109375,44.4900016784668,11.66200065612793,17.834001541137695,76.70600128173828,69.62000274658203,74.94400024414062,65.82600402832031,70.99000549316406,58.58400344848633,65.81200408935547,51.27400207519531,51.35200119018555,33.400001525878906,68.91400146484375,66.49400329589844,54.108001708984375,52.32400131225586,43.13200378417969,41.656002044677734,40.64200210571289,39.5160026550293,34.202003479003906,33.02000045776367,77.59400177001953,73.2560043334961,69.71400451660156,63.720001220703125,57.84800338745117,50.018001556396484,44.522003173828125,36.48800277709961,22.898000717163086,17.782001495361328,71.36400604248047,68.66800689697266,63.8180046081543,60.82600402832031,49.62800216674805,48.022003173828125,30.988000869750977,31.910001754760742,12.196001052856445,14.668000221252441,60.87600326538086,45.41600036621094,18.802000045776367,12.920001029968262,7.720000267028809,55.86000442504883,60.42400360107422,51.52400207519531,53.07600402832031,45.03000259399414,46.630001068115234,27.59600067138672,30.168001174926758,11.836000442504883,14.944000244140625,71.59400177001953,69.84200286865234,68.11800384521484,66.34200286865234,65.56400299072266,63.80400466918945,57.11000442504883,55.0880012512207,45.74400329589844,43.88600158691406,74.86800384521484,71.16200256347656,67.63200378417969,63.182003021240234,52.66800308227539,47.7920036315918,34.314002990722656,29.56800079345703,23.566001892089844,19.922000885009766,72.94800567626953,72.7040023803711,73.21000671386719,71.26800537109375,65.61600494384766,66.75200653076172,57.64400100708008,59.3900032043457,53.80600357055664,53.522003173828125,79.18800354003906,73.73400115966797,74.87800598144531,68.40400695800781,79.12200164794922,75.91800689697266,72.8340072631836,69.10000610351562,62.816001892089844,58.768001556396484,70.12200164794922,67.36800384521484,61.07400131225586,57.95600128173828,47.71000289916992,45.30400085449219,25.154001235961914,26.178001403808594,12.88800048828125,15.648000717163086,61.974002838134766,62.30600357055664,51.78000259399414,42.21600341796875,51.992000579833984,43.96000289916992,39.6140022277832,32.152000427246094,34.48200225830078,26.248001098632812,77.1760025024414,75.23400115966797,70.1520004272461,67.01800537109375,66.81200408935547,58.52000427246094,42.59800338745117,48.454002380371094,31.928001403808594,35.66800308227539,70.906005859375,68.61400604248047,65.86199951171875,63.69600296020508,49.906002044677734,47.426002502441406,39.474002838134766,37.44000244140625,27.09800148010254,25.91400146484375,62.21600341796875,60.480003356933594,53.570003509521484,50.302001953125,46.56200408935547,42.204002380371094,38.262001037597656,35.16200256347656,33.62000274658203,28.410001754760742,45.41666793823242,30.594039916992188,76.91614066726781,59.513074842200176,69.68999481201172,69.47999572753906,87.75999450683594,77.4000015258789,77.61000061035156,81.69999694824219,82.12999725341797,43.30776709517122,47.41999816894531,11.539999961853027,11.25999927520752,8.779999732971191,24.336000442504883,80.3280029296875,94.87999725341797,94.69999694824219,83.40800476074219,99.25,99.17748917748918,93.23200225830078,60.295566502463046,47.19211822660099
inceptionresnetv2,75.02000427246094,15.426667213439941,80.03600311279297,76.25,79.64000701904297,75.49800109863281,78.68600463867188,74.24200439453125,77.14600372314453,72.02000427246094,74.64800262451172,68.50200653076172,79.6820068359375,73.8080062866211,78.98800659179688,71.81200408935547,77.2020034790039,66.79000091552734,67.95600128173828,47.07600402832031,44.00400161743164,16.72800064086914,72.8280029296875,63.71400451660156,67.4800033569336,57.14600372314453,56.250003814697266,42.68400192260742,44.27800369262695,30.36600112915039,32.884002685546875,20.38800048828125,77.74800109863281,71.48600006103516,62.45600128173828,49.70000076293945,69.98200225830078,61.406002044677734,56.55800247192383,46.77000045776367,24.836000442504883,17.546001434326172,78.76200103759766,70.4520034790039,77.59200286865234,66.70800018310547,75.0580062866211,58.506004333496094,72.06400299072266,51.202003479003906,62.98400115966797,33.6879997253418,71.7560043334961,66.49800109863281,57.30400085449219,52.15200424194336,46.38200378417969,40.80400085449219,43.42400360107422,38.044002532958984,36.71800231933594,31.178001403808594,78.64200592041016,71.1760025024414,70.51000213623047,59.596004486083984,58.47600173950195,45.992000579833984,46.57600402832031,33.93400192260742,27.20600128173828,16.670000076293945,75.62000274658203,69.6780014038086,71.95800018310547,63.26400375366211,65.13600158691406,53.21200180053711,54.91800308227539,40.3640022277832,38.39200210571289,23.634000778198242,62.644004821777344,49.0780029296875,19.724000930786133,13.176000595092773,7.896000385284424,72.0320053100586,62.27400207519531,68.14200592041016,56.066001892089844,64.2280044555664,50.96800231933594,52.922000885009766,38.22200012207031,38.316001892089844,24.112001419067383,75.76600646972656,69.96600341796875,74.23800659179688,67.20600128173828,72.9260025024414,65.31800079345703,68.73600006103516,58.69000244140625,61.682003021240234,50.06800079345703,76.09600067138672,69.53600311279297,70.84400177001953,60.98600387573242,59.948001861572266,45.0780029296875,44.82400131225586,28.00400161743164,34.66400146484375,19.384000778198242,77.64400482177734,72.8340072631836,76.4800033569336,71.27400207519531,73.23600006103516,66.50800323486328,66.95600128173828,59.55000305175781,62.39600372314453,53.62000274658203,79.38600158691406,74.46400451660156,76.23600006103516,70.81800079345703,79.80400085449219,75.73200225830078,77.29000091552734,71.5260009765625,72.47000122070312,64.7040023803711,75.44200134277344,68.77799987792969,71.09600067138672,61.53200149536133,64.6259994506836,51.682003021240234,50.9160041809082,35.52400207519531,39.97600173950195,24.29400062561035,66.81800079345703,62.88600158691406,57.74800109863281,44.470001220703125,54.32600402832031,45.91400146484375,42.884002685546875,34.8380012512207,42.27400207519531,28.73600196838379,78.29600524902344,74.89600372314453,72.9540023803711,67.23600006103516,70.76600646972656,60.118003845214844,57.388004302978516,51.15400314331055,48.582000732421875,39.044002532958984,75.95600128173828,69.32600402832031,73.39600372314453,65.72000122070312,64.31400299072266,53.000003814697266,57.48400115966797,44.538002014160156,48.14600372314453,34.27000045776367,80.27000427246094,57.10400390625,50.85200119018555,46.96200180053711,44.092002868652344,39.21800231933594,35.78600311279297,32.37000274658203,28.650001525878906,26.018001556396484,44.11333465576172,32.73398971557617,75.7439134355275,58.701532912533814,69.63999938964844,69.29000091552734,88.87999725341797,77.47999572753906,78.0,82.22000122070312,82.7699966430664,43.99913578913255,65.05999755859375,24.602001190185547,35.75400161743164,14.0,31.658000946044922,80.27000427246094,94.5199966430664,94.36000061035156,83.93600463867188,99.18055555555556,99.10822510822511,93.34400177001953,64.5320197044335,50.44334975369458
se_resnext101_32x4d,70.51200103759766,14.173334121704102,79.74000549316406,76.7560043334961,78.5040054321289,75.20000457763672,76.48600006103516,72.93800354003906,73.28400421142578,69.0580062866211,68.39800262451172,63.37400436401367,74.99400329589844,69.08600616455078,71.14800262451172,63.4160041809082,63.00200271606445,51.1660041809082,39.7760009765625,22.380001068115234,12.238000869750977,3.8980002403259277,66.7560043334961,63.89800262451172,59.64800262451172,57.80400085449219,44.56800079345703,44.54600143432617,30.586002349853516,32.16800308227539,18.976001739501953,21.418001174926758,76.84600067138672,73.54800415039062,60.9900016784668,57.07600402832031,65.83600616455078,63.346004486083984,52.428001403808594,52.18400192260742,23.654001235961914,26.350000381469727,72.73400115966797,66.60200500488281,69.39000701904297,61.73200225830078,64.1240005493164,54.09600067138672,59.340003967285156,47.91400146484375,45.43800354003906,31.73600196838379,67.41400146484375,65.83399963378906,50.16400146484375,50.93400192260742,37.842002868652344,39.74800109863281,35.0620002746582,37.544002532958984,28.01000213623047,30.740001678466797,77.10000610351562,71.62800598144531,64.97200012207031,60.91400146484375,49.97200393676758,48.50600051879883,35.56800079345703,37.17400360107422,17.088001251220703,19.806001663208008,74.55000305175781,69.94600677490234,67.58600616455078,63.04000473022461,53.49800109863281,48.50600051879883,32.44200134277344,29.200000762939453,11.334000587463379,10.086000442504883,62.8380012512207,50.018001556396484,24.9580020904541,18.07400131225586,11.212000846862793,66.63400268554688,64.58800506591797,59.41800308227539,56.230003356933594,51.44600296020508,48.57200241088867,30.944002151489258,29.03400230407715,12.84000015258789,11.470000267028809,72.02200317382812,70.4520034790039,69.46000671386719,67.58399963378906,67.44000244140625,65.29400634765625,59.698001861572266,57.39600372314453,48.1140022277832,45.202003479003906,74.95600128173828,70.81800079345703,69.06999969482422,64.29199981689453,58.31200408935547,52.71200180053711,43.19600296020508,37.68800354003906,32.85000228881836,28.09800148010254,74.46800231933594,73.21600341796875,74.93600463867188,72.06000518798828,64.96200561523438,66.41800689697266,54.48600387573242,56.93000411987305,52.69600296020508,49.310001373291016,75.28800201416016,71.19000244140625,71.66800689697266,67.7540054321289,77.97600555419922,75.02200317382812,69.64600372314453,66.35400390625,58.592002868652344,55.432003021240234,72.96400451660156,68.79199981689453,63.71400451660156,59.83000183105469,48.75200271606445,45.582000732421875,23.994001388549805,22.158000946044922,12.10400104522705,11.180000305175781,61.24800109863281,61.816001892089844,49.61000061035156,42.65800094604492,51.4900016784668,46.18000030517578,39.6140022277832,34.77799987792969,33.86600112915039,28.100000381469727,77.81200408935547,75.6500015258789,71.29400634765625,68.36400604248047,67.88600158691406,59.96800231933594,50.368003845214844,52.55400085449219,40.52400207519531,39.75,73.41800689697266,69.57600402832031,68.6300048828125,65.45800018310547,48.538002014160156,47.552001953125,36.10000228881836,35.48200225830078,23.50800132751465,22.560001373291016,80.23600006103516,61.952003479003906,56.880001068115234,53.48600387573242,49.48600387573242,45.68600082397461,41.30000305175781,38.93400192260742,35.14800262451172,31.09200096130371,40.356666564941406,26.819156646728516,72.40757439134356,56.89810640216412,69.33999633789062,69.4000015258789,87.1199951171875,77.54999542236328,77.63999938964844,82.06999969482422,82.22999572753906,40.52608836556119,60.53999710083008,17.0,26.279998779296875,11.279999732971191,26.41400146484375,80.23600006103516,94.36000061035156,94.1199951171875,83.2800064086914,99.00694444444444,99.04761904761905,92.97600555419922,59.21182266009852,45.22167487684729
efficientnet-b3,72.24000549316406,12.946666717529297,79.79800415039062,75.82400512695312,78.71000671386719,74.61400604248047,76.91000366210938,72.4520034790039,74.11400604248047,68.66000366210938,70.03800201416016,63.342002868652344,75.51399993896484,68.62800598144531,71.78600311279297,63.19200134277344,63.92000198364258,51.5160026550293,38.070003509521484,22.152000427246094,7.654000282287598,3.7860002517700195,70.79199981689453,63.686004638671875,63.87200164794922,55.996002197265625,51.24400329589844,40.470001220703125,38.60000228881836,27.81800079345703,27.990001678466797,18.790000915527344,77.35600280761719,71.70000457763672,63.94200134277344,51.55000305175781,66.4000015258789,59.13200378417969,52.038002014160156,44.73200225830078,26.54800033569336,20.900001525878906,74.40400695800781,65.6259994506836,71.78600311279297,60.4900016784668,67.78600311279297,52.070003509521484,65.23200225830078,44.630001068115234,55.93400192260742,26.774002075195312,68.75,63.35400390625,53.40200424194336,46.86600112915039,42.81800079345703,35.06800079345703,40.12600326538086,32.900001525878906,33.496002197265625,26.052001953125,77.18400573730469,71.06400299072266,67.38999938964844,59.134002685546875,55.548004150390625,44.4640007019043,43.874000549316406,31.902002334594727,25.716001510620117,15.702000617980957,73.73800659179688,68.01600646972656,68.2540054321289,59.83200454711914,58.21000289916992,46.10600280761719,42.16200256347656,28.400001525878906,20.532001495361328,10.950000762939453,60.30000305175781,45.82400131225586,18.636001586914062,12.512001037597656,7.978000164031982,70.28800201416016,64.906005859375,64.61800384521484,55.31200408935547,58.836002349853516,46.70600128173828,42.21800231933594,27.964000701904297,23.040000915527344,12.134000778198242,75.31200408935547,70.56000518798828,73.78600311279297,67.83200073242188,72.44000244140625,65.91200256347656,67.9540023803711,59.17200469970703,60.80800247192383,49.9160041809082,76.49600219726562,70.2560043334961,72.7300033569336,63.24400329589844,64.55400085449219,50.820003509521484,52.006004333496094,34.96600341796875,42.96800231933594,25.790000915527344,74.57400512695312,70.09600067138672,75.04600524902344,67.36199951171875,68.84000396728516,62.43800354003906,62.060001373291016,55.086002349853516,59.66400146484375,47.89800262451172,75.87800598144531,70.2560043334961,72.41400146484375,66.73600006103516,78.54400634765625,74.3280029296875,72.19400024414062,67.04000091552734,63.92400360107422,57.67400360107422,72.53400421142578,66.5060043334961,66.4520034790039,57.02000427246094,57.052001953125,43.73400115966797,37.336002349853516,22.338001251220703,22.98600196838379,10.906000137329102,65.40800476074219,62.38600158691406,54.60000228881836,41.73800277709961,53.77400207519531,45.12600326538086,41.87800216674805,33.406002044677734,34.474002838134766,22.540000915527344,78.3340072631836,74.93400573730469,73.38600158691406,67.77200317382812,70.1760025024414,60.00800323486328,60.02800369262695,53.888004302978516,51.38600158691406,42.95800018310547,73.2800064086914,67.26600646972656,69.71600341796875,62.798004150390625,58.302001953125,47.540000915527344,50.538002014160156,37.12600326538086,39.448001861572266,25.144001007080078,63.52800369262695,58.47200393676758,54.0880012512207,49.06800079345703,46.230003356933594,41.064002990722656,38.65400314331055,34.426002502441406,30.976001739501953,27.312002182006836,42.15333557128906,28.642732620239258,74.12082957619477,59.24256086564472,68.20999908447266,68.41999816894531,87.68000030517578,77.29999542236328,77.15999603271484,81.47000122070312,81.19999694824219,42.81624716430809,71.37999725341797,21.53999900817871,34.79999923706055,9.179999351501465,30.59800148010254,80.21200561523438,94.25999450683594,94.05999755859375,83.18400573730469,99.08333333333333,99.06493506493507,93.42400360107422,61.37931034482759,49.556650246305416
inceptionv4,74.5040054321289,16.253334045410156,79.88200378417969,75.6240005493164,79.3740005493164,74.9520034790039,78.37800598144531,73.44600677490234,76.82200622558594,71.10600280761719,74.1240005493164,66.86600494384766,79.5840072631836,73.32200622558594,79.23200225830078,71.4320068359375,78.08800506591797,67.04000091552734,72.29000091552734,49.30000305175781,53.13600158691406,18.43000030517578,71.87200164794922,62.130001068115234,66.24600219726562,55.53400421142578,55.01000213623047,40.290000915527344,42.99800109863281,27.332000732421875,31.442001342773438,17.358001708984375,77.2020034790039,70.48800659179688,61.49200439453125,48.01400375366211,64.90800476074219,57.16400146484375,48.21000289916992,41.75600051879883,17.43400001525879,14.420001029968262,79.01600646972656,70.24400329589844,78.17400360107422,66.7300033569336,76.00200653076172,59.00200271606445,72.94400024414062,51.60400390625,64.72600555419922,33.97800064086914,70.86000061035156,65.6820068359375,56.49200439453125,51.220001220703125,45.46600341796875,40.0160026550293,42.720001220703125,37.64200210571289,35.96800231933594,30.8960018157959,78.29600524902344,70.11200714111328,69.46600341796875,58.22600173950195,58.27800369262695,44.0620002746582,45.48400115966797,31.080001831054688,24.510000228881836,14.13800048828125,74.92400360107422,68.28800201416016,71.17000579833984,61.58000183105469,63.96800231933594,50.432003021240234,52.320003509521484,36.570003509521484,34.0160026550293,20.1460018157959,59.80800247192383,45.182003021240234,16.98200035095215,10.712000846862793,5.744000434875488,68.74600219726562,59.178001403808594,65.40399932861328,51.952003479003906,61.35000228881836,46.73800277709961,48.78400421142578,34.3120002746582,32.720001220703125,20.546001434326172,75.16000366210938,68.81999969482422,73.04400634765625,66.10000610351562,71.59200286865234,63.590003967285156,66.49200439453125,56.50800323486328,58.702003479003906,47.46800231933594,76.26200103759766,68.9780044555664,71.00800323486328,60.340003967285156,59.118003845214844,45.2920036315918,43.314002990722656,29.154001235961914,33.2400016784668,20.746000289916992,77.08200073242188,72.24000549316406,76.28400421142578,70.7760009765625,72.81800079345703,66.5780029296875,67.06600189208984,59.16400146484375,62.47200393676758,52.99800109863281,79.3280029296875,73.91400146484375,76.17200469970703,69.79199981689453,79.5780029296875,75.28400421142578,76.56600189208984,70.22000122070312,70.36200714111328,62.25800323486328,74.21400451660156,66.73600006103516,69.48400115966797,58.810001373291016,62.68000411987305,47.93600082397461,48.02000045776367,31.628002166748047,35.98800277709961,21.556001663208008,64.34600067138672,61.358001708984375,55.15800094604492,42.26000213623047,51.910003662109375,42.47200012207031,40.14800262451172,31.32600212097168,38.3280029296875,24.6820011138916,77.96000671386719,74.39600372314453,72.3800048828125,66.3080062866211,69.79600524902344,58.01400375366211,53.99800109863281,49.13600158691406,44.44000244140625,36.5,74.49400329589844,67.39600372314453,71.89200592041016,63.32400131225586,62.83000183105469,50.0880012512207,56.91200256347656,42.02800369262695,48.53000259399414,32.62200164794922,80.08200073242188,55.89400100708008,53.762001037597656,46.37600326538086,47.29600143432617,39.66800308227539,39.68600082397461,33.332000732421875,33.41400146484375,27.48200225830078,41.96333312988281,31.566743850708008,75.29305680793507,58.97204688908927,69.13999938964844,69.23999786376953,87.5999984741211,77.6500015258789,77.86000061035156,82.0999984741211,82.27999877929688,42.7946418926218,61.71999740600586,16.35999870300293,24.988000869750977,9.02400016784668,28.13800048828125,80.08200073242188,94.31999969482422,94.2699966430664,83.52000427246094,99.22222222222223,99.16017316017316,92.9280014038086,63.5960591133005,48.76847290640394
BiT-M-R101x3-nonfinetuned,72.51000213623047,34.90666580200195,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,37.0533332824707,25.264793395996094,78.1785392245266,68.16952209197476,68.97999572753906,68.8699951171875,86.87999725341797,76.77999877929688,76.90999603271484,81.0,81.1500015258789,31.83536782975046,,,,,16.494001388549805,79.97400665283203,94.65999603271484,94.58999633789062,82.54400634765625,99.28472222222223,99.0995670995671,92.97600555419922,60.78817733990147,53.74384236453202
resnext101_32x8d_deepaugment_augmix,71.85000610351562,11.480000495910645,79.62200164794922,77.71400451660156,78.74800109863281,76.66800689697266,77.30000305175781,75.12800598144531,75.36600494384766,72.88800048828125,72.51200103759766,69.57600402832031,78.31400299072266,75.46400451660156,77.38400268554688,73.90400695800781,75.83200073242188,70.89600372314453,71.35200500488281,61.46600341796875,61.6400032043457,41.064002990722656,77.71400451660156,74.29000091552734,75.9320068359375,71.50200653076172,71.15800476074219,64.78800201416016,62.48600387573242,55.198001861572266,50.720001220703125,43.44600296020508,75.05400085449219,74.79800415039062,53.954002380371094,53.41800308227539,72.41600036621094,70.93400573730469,64.8080062866211,63.552001953125,41.624000549316406,40.84400177001953,74.1240005493164,70.92000579833984,71.79800415039062,67.23800659179688,67.48800659179688,61.564002990722656,63.93800354003906,57.11000442504883,52.660003662109375,43.99400329589844,73.93400573730469,71.79000091552734,65.0300064086914,62.69200134277344,57.220001220703125,54.56200408935547,54.96000289916992,52.948001861572266,49.3900032043457,47.20000076293945,79.40400695800781,76.8060073852539,77.0040054321289,72.96800231933594,72.86800384521484,66.6760025024414,67.75800323486328,59.71600341796875,51.29600143432617,42.63800048828125,76.6240005493164,74.75800323486328,74.71000671386719,72.2300033569336,71.36400604248047,67.9280014038086,65.71600341796875,61.17000198364258,54.63200378417969,48.39800262451172,73.59200286865234,67.71600341796875,47.77000045776367,39.91800308227539,28.76000213623047,75.41000366210938,73.74000549316406,73.33000183105469,70.4520034790039,71.39400482177734,67.71400451660156,65.79199981689453,60.60200119018555,57.01000213623047,50.474002838134766,75.00200653076172,73.36800384521484,73.38400268554688,71.43400573730469,72.12800598144531,69.8479995727539,67.44600677490234,65.48200225830078,60.884002685546875,58.63600158691406,78.63600158691406,76.14600372314453,77.22400665283203,74.14800262451172,74.0780029296875,68.60000610351562,65.96800231933594,56.33200454711914,57.13200378417969,44.35600280761719,78.92000579833984,77.23200225830078,79.03600311279297,77.33200073242188,77.24000549316406,75.70600128173828,73.09000396728516,71.88200378417969,66.76600646972656,66.41000366210938,76.26000213623047,74.0,72.9280014038086,70.76600646972656,78.22600555419922,76.34200286865234,73.47000122070312,71.2540054321289,69.0320053100586,65.85400390625,76.57600402832031,74.64200592041016,74.47600555419922,71.81000518798828,71.28600311279297,67.92000579833984,64.09200286865234,59.708003997802734,56.99800109863281,51.954002380371094,70.64800262451172,70.08200073242188,63.14200210571289,58.78200149536133,62.1400032043457,58.70000457763672,53.17000198364258,49.23800277709961,50.20000076293945,45.02000045776367,78.4280014038086,77.16200256347656,74.56000518798828,72.1780014038086,74.23800659179688,68.0,64.40399932861328,60.59800338745117,57.06200408935547,50.298004150390625,77.21000671386719,75.36400604248047,76.09400177001953,74.02000427246094,71.98200225830078,68.94200134277344,68.83800506591797,65.31800079345703,64.1259994506836,59.5160026550293,69.99800109863281,69.0260009765625,63.39600372314453,61.37600326538086,59.2660026550293,56.49400329589844,50.98600387573242,48.50200271606445,47.374000549316406,39.25800323486328,52.11000061035156,38.43267059326172,78.89990982867448,66.54643823264202,68.76000213623047,68.76000213623047,87.5199966430664,77.22000122070312,77.3699951171875,82.29000091552734,82.30999755859375,41.109430701091064,,,,,43.71600341796875,79.89600372314453,94.02999877929688,93.88999938964844,82.64000701904297,99.17361111111111,99.12554112554113,92.94400787353516,66.69950738916256,54.33497536945813
resnet101_cutmix,71.28800201416016,12.186666488647461,79.46400451660156,75.02799987792969,78.50200653076172,73.98200225830078,76.8800048828125,72.26399993896484,74.31600189208984,69.24000549316406,70.12000274658203,64.74400329589844,78.39600372314453,71.49000549316406,77.22000122070312,68.61600494384766,74.34800720214844,62.26400375366211,62.98600387573242,39.082000732421875,39.74800109863281,11.97800064086914,68.7800064086914,63.02000427246094,61.298004150390625,56.81200408935547,45.84400177001953,41.694000244140625,33.26000213623047,29.34200096130371,23.14000129699707,19.43600082397461,74.14400482177734,70.14400482177734,52.952003479003906,49.288002014160156,57.26400375366211,56.44400405883789,39.788002014160156,42.98200225830078,12.086000442504883,17.444000244140625,76.08000183105469,67.56800079345703,73.81000518798828,63.478004455566406,69.22600555419922,56.34400177001953,64.24600219726562,49.660003662109375,50.68600082397461,33.21800231933594,67.67400360107422,63.958003997802734,51.35000228881836,48.6140022277832,40.04800033569336,37.470001220703125,37.63199996948242,35.25400161743164,30.398000717163086,28.43800163269043,76.24000549316406,70.46600341796875,66.13400268554688,60.064002990722656,51.93800354003906,46.44600296020508,37.10200119018555,33.172000885009766,18.21200180053711,16.428001403808594,69.39200592041016,66.64600372314453,61.37000274658203,58.74400329589844,47.630001068115234,45.66800308227539,30.176000595092773,29.52800178527832,11.904000282287598,13.384000778198242,58.14600372314453,43.83400344848633,18.23000144958496,12.132000923156738,7.854000568389893,57.69000244140625,55.43600082397461,51.55800247192383,48.32600402832031,44.41600036621094,42.57200241088867,26.948001861572266,27.34600067138672,11.574000358581543,13.516000747680664,69.1520004272461,67.54400634765625,65.57400512695312,64.39800262451172,62.91400146484375,61.926002502441406,54.044002532958984,53.9160041809082,41.48800277709961,42.474002838134766,73.0840072631836,68.79800415039062,65.9260025024414,60.79600143432617,52.586002349853516,46.60600280761719,36.75800323486328,30.104001998901367,26.950000762939453,20.862001419067383,63.98600387573242,68.63600158691406,68.3740005493164,66.44000244140625,45.96800231933594,56.204002380371094,29.09600067138672,41.25800323486328,24.56800079345703,31.338001251220703,78.22000122070312,72.46400451660156,73.66200256347656,67.2280044555664,78.3060073852539,74.16800689697266,71.31000518798828,67.55400085449219,59.592002868652344,56.53200149536133,67.96600341796875,65.0,58.638004302978516,55.66200256347656,45.7660026550293,43.18400192260742,24.98000144958496,24.468000411987305,12.986001014709473,13.984000205993652,59.98600387573242,59.836002349853516,48.608001708984375,40.250003814697266,50.656002044677734,42.60400390625,38.46600341796875,31.362001419067383,31.68600082397461,25.41200065612793,77.03600311279297,73.68000030517578,68.43600463867188,64.0979995727539,63.99200439453125,54.00800323486328,47.39600372314453,45.29600143432617,37.794002532958984,32.974002838134766,68.31800079345703,65.6500015258789,63.19000244140625,60.820003509521484,47.71000289916992,45.04600143432617,38.230003356933594,35.374000549316406,27.196001052856445,24.836000442504883,79.82600402832031,57.790000915527344,51.650001525878906,47.84400177001953,44.156002044677734,40.09400177001953,36.01000213623047,33.0260009765625,31.226001739501953,26.350000381469727,38.81666946411133,28.210420608520508,73.48963029756538,54.5536519386835,68.3499984741211,68.02999877929688,87.19999694824219,76.5999984741211,76.86000061035156,81.12999725341797,81.38999938964844,42.06546397320946,54.97999954223633,14.979999542236328,22.139999389648438,10.304000854492188,24.02800178527832,79.82600402832031,93.94999694824219,93.86000061035156,82.97600555419922,99.15277777777777,99.11688311688312,92.75200653076172,62.463054187192114,47.635467980295566
efficientnet-b2-autoaug,73.31200408935547,10.09333324432373,79.60200500488281,75.53600311279297,78.88400268554688,74.57400512695312,77.64600372314453,72.93800354003906,75.60600280761719,69.94600677490234,72.40400695800781,65.73400115966797,76.73400115966797,69.9320068359375,74.21800231933594,65.35600280761719,68.0979995727539,54.96200180053711,47.61000061035156,27.114002227783203,15.42400074005127,5.538000106811523,67.5,62.76000213623047,59.94400405883789,55.31800079345703,46.17400360107422,40.374000549316406,33.336002349853516,27.830001831054688,22.874000549316406,18.994001388549805,75.86400604248047,71.11600494384766,58.0780029296875,49.26400375366211,65.3280029296875,57.9160041809082,48.538002014160156,41.67400360107422,15.862000465393066,13.266000747680664,75.91400146484375,67.0320053100586,73.97200012207031,62.70600128173828,71.12600708007812,55.21000289916992,68.73800659179688,48.262001037597656,60.72200393676758,31.772001266479492,68.07400512695312,63.40400314331055,52.2920036315918,46.672000885009766,40.44200134277344,34.75800323486328,38.17000198364258,32.448001861572266,31.816001892089844,25.59600067138672,75.89200592041016,70.58000183105469,64.0060043334961,58.00200271606445,51.250003814697266,43.96600341796875,37.97200012207031,32.03200149536133,19.75800132751465,15.7760009765625,73.48200225830078,68.7760009765625,68.3740005493164,61.2920036315918,59.816001892089844,48.57200241088867,46.086002349853516,31.226001739501953,25.630001068115234,11.604000091552734,62.842002868652344,48.25200271606445,16.222000122070312,10.042000770568848,5.8460001945495605,74.48400115966797,65.98600006103516,69.9320068359375,58.57600402832031,65.33000183105469,51.91200256347656,51.204002380371094,33.24800109863281,30.020002365112305,13.100000381469727,73.61800384521484,69.8740005493164,71.69800567626953,67.52000427246094,70.11600494384766,65.70800018310547,65.57600402832031,59.69400405883789,59.388004302978516,51.69200134277344,75.21200561523438,69.72600555419922,69.8740005493164,61.87400436401367,57.94000244140625,46.75400161743164,41.01400375366211,28.720001220703125,30.23000144958496,19.43000030517578,73.62200164794922,71.17400360107422,70.44000244140625,68.94600677490234,65.02799987792969,61.478004455566406,54.6400032043457,52.13200378417969,49.91200256347656,45.68600082397461,79.1780014038086,74.10400390625,78.82600402832031,71.91600036621094,78.76399993896484,74.88600158691406,74.06600189208984,69.35400390625,67.83399963378906,61.44400405883789,73.18800354003906,67.6760025024414,67.77799987792969,59.19200134277344,59.564002990722656,46.96000289916992,43.660003662109375,26.648000717163086,30.352001190185547,14.37600040435791,64.2300033569336,61.57200241088867,53.71800231933594,40.85000228881836,53.548004150390625,44.37000274658203,41.788002014160156,33.27400207519531,31.84200096130371,24.334001541137695,78.04600524902344,74.3280029296875,72.79199981689453,67.18400573730469,69.6760025024414,59.74200439453125,62.14200210571289,53.44400405883789,53.428001403808594,40.73200225830078,73.75800323486328,68.61400604248047,71.5320053100586,65.19800567626953,63.60200119018555,52.75800323486328,57.400001525878906,44.00800323486328,48.44000244140625,32.73800277709961,60.80400466918945,55.86600112915039,48.89600372314453,45.400001525878906,41.69000244140625,37.4640007019043,34.342002868652344,30.512001037597656,26.770000457763672,23.226001739501953,42.516666412353516,30.40342903137207,73.21911632100992,57.70964833183048,68.44999694824219,68.52999877929688,87.27999877929688,76.80999755859375,76.63999938964844,81.45999908447266,81.44999694824219,40.68812790320838,69.83999633789062,16.079999923706055,30.8799991607666,6.940000057220459,32.76000213623047,79.7760009765625,94.13999938964844,93.9000015258789,83.02400207519531,99.07638888888889,99.11688311688312,92.7040023803711,60.689655172413794,48.96551724137931
FixResNet50CutMix_v2,70.41400146484375,12.74666690826416,79.34200286865234,72.60400390625,78.08600616455078,71.14800262451172,75.93400573730469,68.6760025024414,72.34600067138672,64.47200012207031,66.69800567626953,57.92400360107422,78.21200561523438,66.73400115966797,76.58800506591797,61.8900032043457,72.5320053100586,49.94000244140625,57.96200180053711,20.196001052856445,31.772001266479492,4.25,70.48800659179688,54.1140022277832,63.53400421142578,43.3120002746582,47.544002532958984,26.16400146484375,33.954002380371094,15.206000328063965,23.532001495361328,8.678000450134277,77.12200164794922,66.7300033569336,61.45000457763672,46.310001373291016,51.94000244140625,47.560001373291016,31.05000114440918,32.630001068115234,7.086000442504883,10.062000274658203,77.49000549316406,63.42400360107422,75.99400329589844,57.788002014160156,73.51200103759766,48.92400360107422,70.74200439453125,42.21200180053711,62.0680046081543,24.678001403808594,65.09200286865234,59.19000244140625,45.88600158691406,41.634002685546875,33.25400161743164,29.604001998901367,30.790000915527344,27.428001403808594,24.1200008392334,20.780000686645508,77.4540023803711,66.05400085449219,68.06000518798828,48.1660041809082,53.474002838134766,29.7080020904541,37.880001068115234,17.826000213623047,17.013999938964844,6.702000141143799,68.61400604248047,59.17000198364258,60.096004486083984,46.086002349853516,45.066001892089844,27.310001373291016,25.624000549316406,12.290000915527344,8.584000587463379,3.5500001907348633,46.89800262451172,30.546001434326172,10.660000801086426,6.890000343322754,5.034000396728516,49.314002990722656,40.316001892089844,46.7760009765625,26.242000579833984,40.21000289916992,19.894001007080078,21.830001831054688,10.082000732421875,7.9160003662109375,3.5940001010894775,70.83200073242188,62.58200454711914,67.14400482177734,58.82200241088867,63.91800308227539,55.71000289916992,50.76400375366211,45.40800094604492,32.61600112915039,31.702001571655273,73.1780014038086,61.724002838134766,63.46600341796875,47.91400146484375,45.836002349853516,28.972002029418945,26.808000564575195,14.784000396728516,17.312000274658203,9.358000755310059,56.346004486083984,61.9160041809082,54.336002349853516,55.974002838134766,27.7760009765625,44.340003967285156,11.736001014709473,26.70600128173828,5.800000190734863,15.062000274658203,77.96200561523438,68.51399993896484,73.06800079345703,61.176002502441406,78.13600158691406,70.9280014038086,69.10200500488281,61.00200271606445,54.12400436401367,46.98600387573242,66.99800109863281,56.9900016784668,57.03000259399414,41.368003845214844,43.3380012512207,25.1200008392334,21.43600082397461,9.736000061035156,10.438000679016113,4.462000370025635,52.21600341796875,53.6400032043457,37.78200149536133,30.03400230407715,40.540000915527344,34.224002838134766,27.148000717163086,23.54400062561035,20.770000457763672,16.09000015258789,75.58000183105469,71.05599975585938,63.474002838134766,58.552001953125,57.6660041809082,45.46800231933594,31.862001419067383,37.134002685546875,22.634000778198242,24.5260009765625,67.76800537109375,58.93800354003906,61.75400161743164,51.230003356933594,44.810001373291016,29.82600212097168,34.242000579833984,20.4060001373291,22.540000915527344,12.242000579833984,55.2920036315918,51.31200408935547,43.04800033569336,41.242000579833984,36.18600082397461,33.566001892089844,28.68800163269043,27.450000762939453,24.444000244140625,21.86800193786621,33.84333419799805,22.1049747467041,73.12894499549142,52.479711451758334,66.8499984741211,67.12999725341797,86.55999755859375,76.13999938964844,75.50999450683594,80.43999481201172,80.3499984741211,29.583018256454572,39.31999969482422,11.179999351501465,14.0,8.260000228881836,15.066000938415527,79.76200103759766,94.05999755859375,94.22000122070312,82.4320068359375,99.11805555555556,99.00432900432901,93.26400756835938,59.26108374384237,42.95566502463054
dpn107,72.69600677490234,9.920000076293945,79.52400207519531,76.0040054321289,78.81400299072266,74.9020004272461,77.2820053100586,73.0260009765625,74.80400085449219,69.8800048828125,71.27799987792969,64.99200439453125,74.19600677490234,68.48800659179688,69.75200653076172,62.50400161743164,60.41400146484375,50.14600372314453,34.41800308227539,21.630001068115234,7.526000499725342,3.8680002689361572,62.846004486083984,61.36600112915039,55.39400100708008,55.040000915527344,41.104000091552734,41.08400344848633,27.6820011138916,28.774002075195312,17.09000015258789,18.660001754760742,72.552001953125,70.63200378417969,51.208003997802734,49.44400405883789,62.62200164794922,60.46200180053711,48.208003997802734,48.05400085449219,19.428001403808594,21.48600196838379,70.53600311279297,63.66400146484375,65.38999938964844,57.678001403808594,58.230003356933594,48.974002838134766,53.67000198364258,43.2920036315918,38.82600021362305,27.718000411987305,69.302001953125,66.72600555419922,53.57400131225586,52.380001068115234,41.8120002746582,41.37600326538086,39.25600051879883,38.952003479003906,32.30800247192383,32.06999969482422,74.2820053100586,70.22200012207031,60.586002349853516,57.8280029296875,43.70000076293945,41.868003845214844,27.814001083374023,27.82400131225586,10.836000442504883,13.422000885009766,73.91400146484375,70.41000366210938,69.15400695800781,65.13200378417969,60.12000274658203,55.332000732421875,44.47800064086914,40.73200225830078,22.522001266479492,21.854000091552734,63.432003021240234,52.30400085449219,26.32600212097168,18.66200065612793,11.474000930786133,67.77799987792969,62.67200469970703,62.91200256347656,57.48200225830078,57.73600387573242,52.30800247192383,41.7140007019043,38.2660026550293,23.406002044677734,22.36400032043457,72.83600616455078,70.7020034790039,70.77400207519531,68.74800109863281,69.3080062866211,67.0040054321289,63.60400390625,61.49400329589844,53.94600296020508,52.650001525878906,72.99000549316406,69.59200286865234,65.39400482177734,61.586002349853516,50.888004302978516,46.83400344848633,32.59000015258789,28.974000930786133,22.350000381469727,19.582000732421875,71.95000457763672,72.34400177001953,72.53800201416016,70.81600189208984,59.798004150390625,64.22200012207031,44.87800216674805,51.112003326416016,37.8900032043457,40.43600082397461,76.3740005493164,71.66600036621094,73.69000244140625,68.8080062866211,77.98800659179688,74.35600280761719,73.47000122070312,68.85200500488281,67.13999938964844,61.71600341796875,73.31400299072266,69.67400360107422,67.63400268554688,63.346004486083984,58.428001403808594,53.62600326538086,38.044002532958984,35.81800079345703,22.746000289916992,23.11800193786621,60.590003967285156,61.256004333496094,50.58400344848633,42.750003814697266,50.980003356933594,45.28000259399414,41.066001892089844,35.00200271606445,38.130001068115234,30.09400177001953,77.27400207519531,74.83800506591797,70.03400421142578,66.79000091552734,65.58399963378906,58.178001403808594,49.130001068115234,50.066001892089844,40.92000198364258,38.75600051879883,73.9260025024414,70.5780029296875,71.2040023803711,67.57600402832031,59.53000259399414,55.73600387573242,50.76000213623047,47.10000228881836,39.272003173828125,36.30000305175781,79.74600219726562,58.022003173828125,49.69600296020508,48.30600357055664,42.32400131225586,40.198001861572266,34.454002380371094,33.10600280761719,29.920001983642578,25.998001098632812,43.086666107177734,30.827880859375,75.56357078449054,59.06221821460775,68.08999633789062,67.8499984741211,86.23999786376953,76.50999450683594,76.6500015258789,81.18000030517578,81.38999938964844,40.779950307875126,68.77999877929688,19.55000114440918,25.648000717163086,8.59999942779541,29.420001983642578,79.74600219726562,94.15999603271484,93.8699951171875,82.8800048828125,99.11805555555556,99.2121212121212,92.4800033569336,64.08866995073892,50.14778325123152
FixResNet50CutMix,70.2760009765625,12.453333854675293,79.3060073852539,72.69000244140625,78.00800323486328,71.22400665283203,75.8080062866211,68.75800323486328,72.28400421142578,64.47000122070312,66.61000061035156,58.00800323486328,78.13200378417969,66.79800415039062,76.55400085449219,61.978004455566406,72.43000030517578,49.94600296020508,57.78200149536133,20.084001541137695,31.71000099182129,4.232000350952148,70.46200561523438,54.08400344848633,63.394004821777344,43.150001525878906,47.50400161743164,26.046001434326172,33.836002349853516,15.094000816345215,23.52400016784668,8.592000007629395,76.86800384521484,66.83399963378906,61.176002502441406,46.44200134277344,51.798004150390625,47.59800338745117,30.86800193786621,32.67399978637695,7.064000129699707,9.986000061035156,77.57400512695312,63.46000289916992,76.052001953125,57.884002685546875,73.24400329589844,49.05600357055664,70.41400146484375,42.24400329589844,62.01400375366211,24.624000549316406,65.03800201416016,59.25400161743164,45.96200180053711,41.540000915527344,33.43600082397461,29.668001174926758,30.548002243041992,27.408000946044922,23.82200050354004,20.748001098632812,77.38400268554688,66.17200469970703,68.10200500488281,48.118003845214844,53.53400421142578,29.744001388549805,37.974002838134766,17.756000518798828,17.038000106811523,6.658000469207764,68.51800537109375,59.03200149536133,59.802001953125,45.96800231933594,45.040000915527344,27.214000701904297,25.64200210571289,12.280000686645508,8.496000289916992,3.55400013923645,46.91600036621094,30.586002349853516,10.610000610351562,6.836000442504883,5.01200008392334,49.134002685546875,40.13800048828125,47.08400344848633,26.222002029418945,40.13200378417969,19.79800033569336,21.740001678466797,10.03600025177002,7.756000518798828,3.6040000915527344,70.81200408935547,62.802001953125,67.17000579833984,58.802001953125,63.996002197265625,55.820003509521484,50.77000427246094,45.50400161743164,32.59800338745117,31.806001663208008,73.31200408935547,61.768001556396484,63.30800247192383,47.9160041809082,45.58400344848633,28.944002151489258,26.72800064086914,14.748001098632812,17.148000717163086,9.36400032043457,56.24400329589844,62.038002014160156,54.35200119018555,55.99800109863281,27.854001998901367,44.342002868652344,11.690000534057617,26.7080020904541,5.754000186920166,15.094000816345215,77.81400299072266,68.58200073242188,72.906005859375,61.14200210571289,78.09000396728516,70.96000671386719,68.96800231933594,61.02800369262695,54.02800369262695,46.90400314331055,66.83200073242188,56.91800308227539,56.71600341796875,41.25600051879883,43.176002502441406,25.09400177001953,21.292001724243164,9.664000511169434,10.542000770568848,4.492000102996826,52.30000305175781,53.60600280761719,37.46000289916992,29.908000946044922,40.21000289916992,34.1879997253418,27.052001953125,23.580001831054688,20.57400131225586,16.086000442504883,75.50200653076172,71.15400695800781,63.5160026550293,58.58200454711914,57.474002838134766,45.47200393676758,31.7760009765625,37.04800033569336,22.29400062561035,24.402000427246094,67.59200286865234,58.952003479003906,61.67000198364258,51.13200378417969,44.592002868652344,29.792001724243164,34.302001953125,20.2760009765625,22.59800148010254,12.146000862121582,55.18400192260742,51.34600067138672,42.98200225830078,41.22600173950195,36.018001556396484,33.44600296020508,28.51000213623047,27.3960018157959,24.32000160217285,21.898000717163086,33.810001373291016,22.04012680053711,72.04688908926961,52.02885482416592,66.68999481201172,67.08999633789062,86.23999786376953,75.94999694824219,75.4000015258789,80.3499984741211,80.3499984741211,29.76126174786648,39.099998474121094,11.300000190734863,13.779999732971191,8.380000114440918,14.934000968933105,79.74200439453125,94.04000091552734,94.22999572753906,82.24000549316406,99.11805555555556,98.99567099567099,93.29600524902344,58.86699507389162,42.758620689655174
efficientnet-b2-advprop-autoaug,73.99600219726562,10.893333435058594,79.32400512695312,75.7760009765625,78.69800567626953,74.74200439453125,77.51800537109375,73.13800048828125,75.6820068359375,70.6520004272461,72.91600036621094,66.37000274658203,76.7820053100586,71.23800659179688,73.84400177001953,66.7820053100586,66.72600555419922,56.68000411987305,43.900001525878906,28.55000114440918,14.68600082397461,7.168000221252441,67.9320068359375,62.49800109863281,61.728004455566406,55.34400177001953,49.224002838134766,40.95800018310547,37.52400207519531,28.814001083374023,27.14200210571289,19.398000717163086,75.66400146484375,71.18600463867188,58.070003509521484,49.884002685546875,68.30599975585938,61.64800262451172,54.85200119018555,47.9900016784668,22.052001953125,18.420000076293945,74.99400329589844,66.78600311279297,72.48800659179688,61.80600357055664,68.88400268554688,53.33400344848633,66.59200286865234,46.698001861572266,57.970001220703125,29.774002075195312,70.66400146484375,66.18600463867188,55.83000183105469,50.48600387573242,43.94600296020508,38.2920036315918,41.47600173950195,35.99400329589844,34.332000732421875,28.894001007080078,75.94200134277344,70.19400024414062,65.57600402832031,57.958003997802734,54.05400085449219,44.08000183105469,42.65400314331055,32.108001708984375,25.034000396728516,16.238000869750977,75.19000244140625,70.36800384521484,71.36200714111328,64.67000579833984,63.65200424194336,53.428001403808594,51.10600280761719,36.89200210571289,32.22600173950195,16.378000259399414,64.52400207519531,52.98200225830078,22.804000854492188,15.596000671386719,11.034000396728516,73.61800384521484,66.80400085449219,68.73400115966797,59.92000198364258,63.7660026550293,53.34400177001953,50.72800064086914,36.0260009765625,33.55800247192383,17.588001251220703,75.03600311279297,71.16400146484375,73.56400299072266,69.35200500488281,72.39400482177734,67.9780044555664,68.64200592041016,63.27400207519531,62.862003326416016,56.22200393676758,75.07000732421875,70.0979995727539,69.76600646972656,62.54600143432617,58.54600143432617,47.65800094604492,41.60600280761719,29.306001663208008,29.902002334594727,19.016000747680664,75.0300064086914,72.57400512695312,75.302001953125,70.80400085449219,67.57600402832031,63.14200210571289,55.85000228881836,51.202003479003906,50.09800338745117,42.78600311279297,78.75200653076172,74.49800109863281,78.19400024414062,73.88200378417969,78.74400329589844,75.16800689697266,75.14400482177734,70.6500015258789,69.80599975585938,64.01000213623047,74.93400573730469,69.72400665283203,70.29000091552734,62.73800277709961,62.87600326538086,51.75200271606445,47.470001220703125,31.634000778198242,34.46200180053711,18.768001556396484,65.21400451660156,63.5880012512207,55.2660026550293,44.73200225830078,53.564002990722656,46.4640007019043,41.402000427246094,34.68000030517578,35.43600082397461,27.07000160217285,77.76200103759766,74.70600128173828,72.39000701904297,67.63400268554688,69.9000015258789,60.400001525878906,61.090003967285156,53.6400032043457,52.798004150390625,40.7140007019043,75.8060073852539,70.77200317382812,73.73600006103516,67.89600372314453,65.55000305175781,56.52400207519531,59.208003997802734,47.98200225830078,50.50400161743164,36.884002685546875,62.4160041809082,58.8640022277832,50.89200210571289,49.290000915527344,43.74800109863281,41.53600311279297,36.854000091552734,34.570003509521484,30.940000534057617,27.154001235961914,44.413333892822266,32.18770217895508,75.02254283137962,61.226330027051404,67.90999603271484,67.88999938964844,87.5199966430664,76.54999542236328,76.69999694824219,81.29000091552734,81.6199951171875,40.81775953332613,76.6199951171875,41.20000076293945,55.13999938964844,12.380000114440918,34.172000885009766,79.60200500488281,94.15999603271484,94.0,82.6240005493164,99.02083333333334,98.99567099567099,92.83200073242188,62.51231527093596,49.40886699507389
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FixResNet50,69.5979995727539,10.720000267028809,78.37000274658203,70.91200256347656,77.23600006103516,69.37000274658203,75.08000183105469,66.60800170898438,71.85000610351562,61.85000228881836,66.83000183105469,54.728004455566406,76.69600677490234,64.87800598144531,74.73600006103516,59.224002838134766,69.8479995727539,45.80800247192383,52.750003814697266,16.522001266479492,26.220001220703125,2.9820001125335693,72.36600494384766,53.30400085449219,67.39600372314453,42.63800048828125,55.24400329589844,23.61400032043457,42.44200134277344,12.890000343322754,29.43600082397461,7.202000141143799,76.72000122070312,65.56600189208984,60.2660026550293,44.124000549316406,53.090003967285156,44.67400360107422,31.336002349853516,28.926000595092773,7.5360002517700195,7.698000431060791,75.71800231933594,61.186004638671875,73.78600311279297,55.092002868652344,70.19200134277344,45.57400131225586,67.44800567626953,40.066001892089844,57.592002868652344,24.45400047302246,65.04800415039062,57.68400192260742,46.85400390625,40.0420036315918,34.50400161743164,27.856000900268555,31.28400230407715,25.57600212097168,24.852001190185547,19.23400115966797,77.65400695800781,65.1300048828125,70.93600463867188,46.56800079345703,60.11600112915039,27.148000717163086,46.53000259399414,14.890000343322754,22.168001174926758,4.9720001220703125,67.72400665283203,57.93800354003906,58.018001556396484,45.134002685546875,40.704002380371094,27.45600128173828,21.034000396728516,12.616000175476074,5.350000381469727,3.3420002460479736,45.194000244140625,28.09800148010254,9.600000381469727,6.748000144958496,4.814000129699707,53.8900032043457,39.160003662109375,47.16800308227539,25.584001541137695,37.62600326538086,19.176000595092773,17.702001571655273,9.282000541687012,5.152000427246094,3.124000072479248,72.44000244140625,61.2660026550293,69.5979995727539,57.21400451660156,66.98600006103516,54.11000442504883,57.27400207519531,43.980003356933594,42.570003509521484,31.106000900268555,73.7280044555664,60.45600128173828,66.08399963378906,46.21000289916992,51.50200271606445,27.762001037597656,33.784000396728516,14.346000671386719,23.84800148010254,9.276000022888184,64.24400329589844,61.340003967285156,69.45600128173828,57.3380012512207,47.480003356933594,47.730003356933594,33.09400177001953,30.77800178527832,28.588001251220703,17.814001083374023,75.93600463867188,66.44800567626953,71.1300048828125,60.43000411987305,77.23600006103516,69.12600708007812,69.08600616455078,59.12400436401367,54.98600387573242,46.37600326538086,66.7760009765625,55.98800277709961,55.746002197265625,41.202003479003906,40.39200210571289,25.1460018157959,17.59000015258789,9.282000541687012,7.378000259399414,3.8680002689361572,50.090003967285156,52.37600326538086,39.71800231933594,30.14200210571289,37.17000198364258,32.72200012207031,27.144001007080078,22.77800178527832,24.46200180053711,15.410000801086426,73.70600128173828,69.552001953125,59.27800369262695,56.64400100708008,53.62400436401367,45.53000259399414,27.82600212097168,35.59000015258789,18.714000701904297,22.880001068115234,67.98400115966797,58.24200439453125,62.33000183105469,51.0780029296875,44.16800308227539,29.60000228881836,32.90800094604492,20.108001708984375,20.98000144958496,11.508000373840332,52.470001220703125,48.814002990722656,39.55800247192383,38.702003479003906,33.94000244140625,31.14000129699707,26.394001007080078,25.400001525878906,22.722002029418945,20.200000762939453,35.6966667175293,22.969600677490234,68.62037871956717,51.03697024346258,66.76000213623047,66.72999572753906,85.68000030517578,75.20999908447266,75.23999786376953,80.18000030517578,80.5,34.114723992654206,38.20000076293945,7.799999713897705,8.0,7.199999809265137,15.320000648498535,79.0,93.79000091552734,93.7699966430664,81.8080062866211,98.96527777777779,98.98701298701299,92.94400787353516,57.68472906403941,41.2807881773399
resnext101_64x4d,69.61800384521484,7.28000020980835,78.69800567626953,75.5060043334961,77.89200592041016,74.51600646972656,76.40400695800781,72.69200134277344,74.11000061035156,69.96800231933594,70.19200134277344,65.71200561523438,77.45600128173828,71.99800109863281,76.31600189208984,69.20800018310547,73.35800170898438,62.92400360107422,62.42400360107422,41.676002502441406,39.7660026550293,15.254000663757324,65.5979995727539,62.7920036315918,58.432003021240234,56.52400207519531,44.634002685546875,43.63600158691406,32.65999984741211,31.944002151489258,21.878000259399414,22.310001373291016,71.78600311279297,69.79199981689453,51.000003814697266,48.48600387573242,61.99200439453125,59.298004150390625,48.10000228881836,47.16800308227539,20.668001174926758,22.176000595092773,74.50800323486328,68.1780014038086,71.94600677490234,64.27000427246094,66.19600677490234,56.018001556396484,60.11600112915039,48.33400344848633,45.4900016784668,31.934001922607422,68.66000366210938,65.44200134277344,54.470001220703125,51.8640022277832,44.092002868652344,41.320003509521484,41.570003509521484,39.66400146484375,34.552001953125,33.23800277709961,74.14000701904297,70.1500015258789,63.22600173950195,59.39400100708008,47.47600173950195,46.94200134277344,32.34600067138672,35.474002838134766,14.316000938415527,18.34000015258789,71.31200408935547,68.09000396728516,65.39600372314453,61.21200180053711,54.39400100708008,50.14400100708008,38.624000549316406,35.18400192260742,19.926000595092773,18.104000091552734,61.14600372314453,48.16200256347656,22.632001876831055,16.13800048828125,9.998000144958496,63.28600311279297,60.410003662109375,57.78200149536133,53.23400115966797,51.66400146484375,47.27000045776367,36.182003021240234,32.54600143432617,20.260000228881836,18.220001220703125,71.00200653076172,69.31999969482422,68.31200408935547,66.86000061035156,66.24000549316406,64.67200469970703,58.98800277709961,57.80600357055664,47.3640022277832,47.340003967285156,72.92400360107422,69.15800476074219,65.40800476074219,60.62600326538086,49.41800308227539,44.310001373291016,30.512001037597656,26.73000144958496,20.634000778198242,17.97800064086914,70.91400146484375,71.10400390625,72.1760025024414,69.79000091552734,56.48200225830078,62.204002380371094,40.55000305175781,48.43000411987305,37.09000015258789,38.78600311279297,77.31600189208984,72.52200317382812,72.92000579833984,67.60000610351562,77.78400421142578,74.48800659179688,72.2540054321289,68.39400482177734,62.93800354003906,58.63200378417969,78.95600128173828,66.7280044555664,62.134002685546875,58.32400131225586,50.624000549316406,46.84800338745117,31.310001373291016,27.75200080871582,19.50800132751465,16.43000030517578,62.066001892089844,61.18800354003906,51.660003662109375,42.82200241088867,52.150001525878906,45.04800033569336,40.27400207519531,33.432003021240234,36.23200225830078,28.66400146484375,78.95600128173828,74.05000305175781,69.32400512695312,65.77000427246094,65.02799987792969,56.71200180053711,46.458003997802734,47.74800109863281,37.44600296020508,35.374000549316406,78.95600128173828,68.28800201416016,66.49800109863281,63.76200485229492,50.05400085449219,47.88800048828125,39.57400131225586,37.480003356933594,28.048002243041992,25.84400177001953,78.95600128173828,58.30800247192383,50.62200164794922,48.788002014160156,43.80800247192383,40.97600173950195,36.05000305175781,34.16200256347656,31.584001541137695,27.536001205444336,43.28000259399414,30.318931579589844,72.85843101893597,56.627592425608654,67.08999633789062,67.1500015258789,85.04000091552734,75.37999725341797,75.5999984741211,80.18000030517578,80.25999450683594,37.71200172842173,57.91999816894531,12.579999923706055,15.199999809265137,8.579999923706055,27.520000457763672,78.95600128173828,93.72999572753906,93.69999694824219,82.19200134277344,98.875,98.93506493506493,92.4000015258789,60.14778325123152,46.65024630541872
BiT-M-R50x3-nonfinetuned,69.04000091552734,28.626667022705078,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,33.70000076293945,20.9613094329834,76.46528403967538,66.36609558160504,67.30999755859375,67.47000122070312,86.72000122070312,75.95999908447266,75.69999694824219,80.40999603271484,80.58000183105469,28.843037701199094,,,,,12.452000617980957,78.95000457763672,94.15999603271484,94.43999481201172,81.552001953125,99.24305555555556,99.14285714285714,92.4800033569336,58.91625615763547,51.2807881773399
resnet152_3x_simclrv2_linear_probe_tf_port,77.60400390625,19.560001373291016,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,39.016666412353516,27.6936092376709,74.21100090171325,62.93958521190262,66.83999633789062,67.29000091552734,86.0,75.29999542236328,74.73999786376953,80.13999938964844,79.79000091552734,39.3918116020309,,,,,26.172000885009766,78.91200256347656,93.7699966430664,93.62999725341797,80.54400634765625,99.17361111111111,98.89177489177489,92.84800720214844,59.40886699507389,49.556650246305416
efficientnet-b2,69.8800048828125,8.706666946411133,78.4800033569336,74.52000427246094,77.22600555419922,73.22600555419922,74.95800018310547,70.74200439453125,71.89600372314453,66.79600524902344,67.11600494384766,60.86000442504883,73.302001953125,66.13200378417969,69.30599975585938,60.228004455566406,60.5160026550293,47.458003997802734,33.91800308227539,19.768001556396484,6.950000286102295,3.6060001850128174,66.29199981689453,60.78200149536133,57.93400192260742,53.2400016784668,43.85600280761719,38.08000183105469,31.422000885009766,25.93000030517578,21.518001556396484,17.292001724243164,74.4540023803711,69.8280029296875,58.03600311279297,48.704002380371094,63.61000442504883,57.608001708984375,48.582000732421875,43.1400032043457,20.392000198364258,17.584001541137695,72.38200378417969,63.28000259399414,69.63400268554688,57.89800262451172,66.14800262451172,48.82400131225586,63.474002838134766,41.07400131225586,52.836002349853516,23.270000457763672,65.5040054321289,61.08200454711914,49.17400360107422,43.85400390625,37.32200241088867,31.93600082397461,34.814002990722656,29.602001190185547,27.910001754760742,22.898000717163086,74.94200134277344,69.04800415039062,62.46000289916992,55.73600387573242,48.10600280761719,40.302001953125,34.96600341796875,27.950000762939453,18.66400146484375,13.616000175476074,71.64200592041016,66.03600311279297,65.53800201416016,58.21000289916992,54.44400405883789,44.93000030517578,38.41400146484375,28.468000411987305,17.4320011138916,11.244000434875488,58.83200454711914,44.44000244140625,18.168001174926758,12.040000915527344,7.156000137329102,68.42200469970703,62.608001708984375,62.31200408935547,53.678001403808594,56.14600372314453,45.7660026550293,39.66400146484375,29.09200096130371,21.052001953125,13.242000579833984,72.58800506591797,68.4020004272461,70.52400207519531,65.4320068359375,68.7280044555664,63.346004486083984,62.83400344848633,56.060001373291016,54.582000732421875,45.69000244140625,73.71200561523438,67.89400482177734,67.68600463867188,59.52000427246094,56.204002380371094,44.87800216674805,40.09400177001953,28.658000946044922,29.31800079345703,19.648000717163086,71.41000366210938,68.44200134277344,71.30000305175781,65.68800354003906,63.2920036315918,58.720001220703125,53.51400375366211,49.96000289916992,49.0780029296875,43.38800048828125,73.84400177001953,68.34000396728516,69.76600646972656,64.29000091552734,77.10800170898438,72.70600128173828,69.01600646972656,64.14200592041016,59.21800231933594,53.590003967285156,70.1760025024414,64.5580062866211,63.2920036315918,55.3900032043457,52.85200119018555,42.5880012512207,33.40800094604492,22.86800193786621,19.148000717163086,11.61400032043457,61.58400344848633,58.80600357055664,48.84800338745117,36.230003356933594,49.76400375366211,40.374000549316406,37.02400207519531,28.62200164794922,28.880001068115234,19.27400016784668,76.85400390625,73.2820053100586,71.5040054321289,65.43600463867188,68.00200653076172,56.88600158691406,58.208003997802734,50.2920036315918,49.62200164794922,38.59000015258789,70.39200592041016,64.63600158691406,66.36199951171875,59.8640022277832,52.87800216674805,44.19000244140625,43.78000259399414,34.11600112915039,32.50400161743164,22.584001541137695,60.36600112915039,55.1400032043457,48.80400085449219,45.19600296020508,42.21800231933594,37.59400177001953,35.55600357055664,31.000001907348633,29.31800079345703,23.994001388549805,39.46333312988281,26.170686721801758,70.96483318304779,56.53742110009017,66.79000091552734,66.87999725341797,86.55999755859375,75.70999908447266,75.77999877929688,80.30999755859375,80.12999725341797,39.786107810305715,71.23999786376953,21.68000030517578,35.380001068115234,7.21999979019165,28.23600196838379,78.89000701904297,93.4000015258789,93.31999969482422,82.2560043334961,98.99305555555556,98.95238095238095,92.656005859375,59.60591133004927,46.748768472906406
wide_resnet101_2,69.62000274658203,7.386666774749756,78.09800720214844,74.18800354003906,76.72400665283203,72.54000091552734,74.01000213623047,70.10200500488281,70.39200592041016,65.87800598144531,64.89200592041016,59.78400421142578,73.04199981689453,66.93600463867188,68.64600372314453,61.0880012512207,59.46200180053711,49.31200408935547,35.880001068115234,22.922000885009766,12.154000282287598,5.616000175476074,65.31000518798828,61.980003356933594,58.060001373291016,55.64200210571289,43.85200119018555,41.452003479003906,32.20000076293945,30.48000144958496,21.764001846313477,21.202001571655273,72.16200256347656,69.0780029296875,50.932003021240234,47.656002044677734,60.788002014160156,59.23800277709961,46.03600311279297,47.52800369262695,18.4060001373291,22.358001708984375,69.84000396728516,63.090003967285156,65.60200500488281,57.28600311279297,58.73600387573242,48.27000045776367,52.858001708984375,41.01000213623047,37.263999938964844,24.468000411987305,64.8080062866211,62.26000213623047,47.49400329589844,45.996002197265625,35.43400192260742,34.64800262451172,33.246002197265625,32.54600143432617,26.61800193786621,26.00800132751465,73.84000396728516,69.17200469970703,62.836002349853516,58.58400344848633,48.27800369262695,44.794002532958984,33.645999908447266,32.73400115966797,15.032000541687012,17.381999969482422,68.70800018310547,66.50200653076172,59.906002044677734,58.38200378417969,44.480003356933594,44.16200256347656,24.512001037597656,27.04800033569336,8.176000595092773,10.85200023651123,59.496002197265625,46.68800354003906,22.104001998901367,16.00800132751465,10.462000846862793,59.2660026550293,57.57200241088867,52.0420036315918,50.5260009765625,43.20800018310547,43.63200378417969,22.84600067138672,26.87200164794922,9.032000541687012,12.42400074005127,69.74000549316406,67.74800109863281,66.80000305175781,64.9020004272461,64.3280029296875,62.2920036315918,55.95000076293945,54.23600387573242,43.6140022277832,42.724002838134766,72.63800048828125,67.93800354003906,64.99800109863281,59.76400375366211,51.71800231933594,45.884002685546875,35.90999984741211,30.580001831054688,26.474000930786133,21.9320011138916,78.84600067138672,69.00800323486328,71.22200012207031,67.76800537109375,52.75200271606445,58.91800308227539,37.93600082397461,44.124000549316406,42.38800048828125,35.294002532958984,78.84600067138672,68.23400115966797,69.98800659179688,64.75200653076172,75.84200286865234,71.7760009765625,65.49200439453125,61.268001556396484,52.522003173828125,49.28400421142578,78.84600067138672,64.92400360107422,56.4900016784668,54.790000915527344,41.72200012207031,41.18000030517578,19.126001358032227,21.360000610351562,9.152000427246094,11.670001029968262,54.75400161743164,57.41200256347656,41.15400314331055,36.358001708984375,42.42400360107422,38.93800354003906,29.054000854492188,27.0260009765625,24.628000259399414,21.394001007080078,78.84600067138672,73.02000427246094,65.74200439453125,62.9900016784668,60.840003967285156,52.250003814697266,41.43000030517578,42.84000015258789,31.9580020904541,29.77800178527832,78.84600067138672,65.22600555419922,61.67200469970703,60.0780029296875,43.64400100708008,42.50600051879883,32.81800079345703,32.09800338745117,21.48400115966797,21.144001007080078,78.84600067138672,57.310001373291016,51.592002868652344,48.02800369262695,45.89200210571289,40.652000427246094,38.400001525878906,34.134002685546875,33.18600082397461,27.516000747680664,40.356666564941406,28.106271743774414,71.5058611361587,55.27502254283137,66.68000030517578,66.3499984741211,86.15999603271484,75.73999786376953,75.75,80.3699951171875,80.66999816894531,39.678081451874256,59.619998931884766,12.799999237060547,20.31999969482422,8.179999351501465,24.200000762939453,78.84600067138672,93.72999572753906,93.72000122070312,81.3280029296875,99.05555555555556,99.03896103896103,92.68800354003906,61.13300492610837,46.40394088669951
xception,72.07400512695312,9.146666526794434,78.82000732421875,74.3280029296875,77.9260025024414,73.56400299072266,76.93000030517578,71.99200439453125,74.96400451660156,69.27799987792969,71.656005859375,64.56999969482422,78.82000732421875,71.58399963378906,77.34600067138672,69.67200469970703,75.77400207519531,64.69600677490234,68.82400512695312,46.58000183105469,47.3280029296875,16.852001190185547,69.60600280761719,59.59800338745117,63.316001892089844,51.96600341796875,50.6660041809082,36.18600082397461,37.32600021362305,24.038002014160156,25.588001251220703,15.134000778198242,75.58600616455078,68.35600280761719,60.15200424194336,46.33000183105469,63.69200134277344,55.12200164794922,45.552001953125,39.284000396728516,14.03800106048584,12.562000274658203,78.82000732421875,66.86000061035156,75.51600646972656,62.006004333496094,72.7820053100586,53.0260009765625,69.27200317382812,44.794002532958984,58.80600357055664,25.678001403808594,78.82000732421875,63.10400390625,51.68800354003906,46.91800308227539,39.7400016784668,35.29600143432617,36.84000015258789,32.86000061035156,30.506000518798828,26.202001571655273,78.82000732421875,67.86000061035156,66.8080062866211,54.67000198364258,53.88200378417969,39.35600280761719,41.14400100708008,26.902000427246094,20.54400062561035,12.034000396728516,78.82000732421875,65.27000427246094,67.2820053100586,56.25800323486328,57.39200210571289,41.512001037597656,41.342002868652344,24.908000946044922,19.746000289916992,9.788000106811523,56.384002685546875,40.5420036315918,13.92400074005127,8.564000129699707,4.820000171661377,78.82000732421875,54.94200134277344,59.28000259399414,45.71000289916992,54.256004333496094,38.75800323486328,37.32600021362305,22.176000595092773,18.41400146484375,9.398000717163086,78.82000732421875,67.13800048828125,71.26600646972656,63.538002014160156,69.66600036621094,60.90400314331055,64.00800323486328,52.426002502441406,54.862003326416016,41.74800109863281,74.07600402832031,65.88200378417969,67.8280029296875,56.346004486083984,55.0880012512207,41.220001220703125,38.37800216674805,25.878002166748047,28.918001174926758,18.145999908447266,78.82000732421875,70.156005859375,74.1300048828125,68.4320068359375,70.33000183105469,62.99800109863281,63.35200119018555,55.18800354003906,58.288002014160156,48.384002685546875,78.82000732421875,72.58600616455078,74.82200622558594,68.6520004272461,78.25,73.5840072631836,75.11400604248047,67.84400177001953,68.9020004272461,58.384002685546875,78.82000732421875,63.480003356933594,65.406005859375,52.426002502441406,55.67000198364258,38.20000076293945,35.874000549316406,19.448001861572266,22.006000518798828,10.428000450134277,61.05400466918945,58.23400115966797,49.75200271606445,36.33400344848633,47.14200210571289,39.018001556396484,33.82200241088867,28.180002212524414,31.21200180053711,21.032001495361328,78.82000732421875,72.86800384521484,69.61600494384766,63.76400375366211,66.64800262451172,54.4900016784668,51.612003326416016,45.39400100708008,42.320003509521484,32.858001708984375,78.82000732421875,64.43400573730469,69.06800079345703,58.87800216674805,56.728004455566406,41.14400100708008,48.53400421142578,31.18800163269043,37.47600173950195,21.172000885009766,78.82000732421875,52.9640007019043,47.45600128173828,42.48800277709961,41.402000427246094,34.34000015258789,34.02400207519531,28.330001831054688,27.46000099182129,22.284000396728516,40.996665954589844,29.957359313964844,72.58791704238052,55.906221821460775,67.15999603271484,67.23999786376953,86.95999908447266,76.50999450683594,76.3699951171875,80.81999969482422,81.0,40.73133844658096,62.52000045776367,13.880000114440918,22.479999542236328,6.390000343322754,26.54400062561035,78.82000732421875,93.43999481201172,93.6199951171875,82.28800201416016,98.95833333333334,98.89177489177489,92.4800033569336,63.15270935960591,47.58620689655172
efficientnet-b1-autoaug,71.75200653076172,8.40000057220459,78.44000244140625,74.38200378417969,77.64000701904297,73.3800048828125,76.27200317382812,71.68000030517578,74.11800384521484,68.74600219726562,70.80400085449219,64.46600341796875,75.156005859375,68.87000274658203,72.06400299072266,63.83400344848633,64.45600128173828,52.85000228881836,41.0260009765625,24.09200096130371,11.254000663757324,4.400000095367432,65.05599975585938,61.11600112915039,56.41400146484375,53.790000915527344,41.432003021240234,39.302001953125,28.656002044677734,27.034000396728516,19.304000854492188,17.748001098632812,73.47400665283203,69.83399963378906,53.2400016784668,47.20000076293945,61.380001068115234,56.44000244140625,43.194000244140625,40.00800323486328,13.804000854492188,12.974000930786133,72.3080062866211,65.47600555419922,69.10600280761719,60.89400100708008,63.58200454711914,53.3280029296875,58.538002014160156,46.56200408935547,43.82600021362305,29.926000595092773,66.46800231933594,61.74800109863281,50.15200424194336,44.906002044677734,38.660003662109375,33.25200271606445,36.41800308227539,31.09600067138672,29.718002319335938,24.54400062561035,73.86200714111328,69.04199981689453,60.46600341796875,56.172000885009766,45.85600280761719,41.71800231933594,32.932003021240234,29.636001586914062,16.808000564575195,14.546000480651855,71.3800048828125,66.96000671386719,65.99800109863281,59.208003997802734,56.228004455566406,46.038002014160156,41.512001037597656,29.132001876831055,21.084001541137695,11.094000816345215,60.25800323486328,45.35000228881836,13.694000244140625,8.263999938964844,5.070000171661377,72.93800354003906,66.1259994506836,67.31200408935547,58.512001037597656,61.67200469970703,51.14200210571289,44.14400100708008,30.924001693725586,23.57400131225586,11.718000411987305,71.7300033569336,68.73200225830078,69.71200561523438,66.34200286865234,68.11400604248047,64.6820068359375,63.47600173950195,58.87800216674805,56.34800338745117,50.638004302978516,73.2820053100586,68.23400115966797,66.72000122070312,60.21800231933594,52.432003021240234,44.362003326416016,33.566001892089844,26.45600128173828,22.922000885009766,17.452001571655273,71.1240005493164,69.51200103759766,71.54800415039062,67.3080062866211,61.86000442504883,59.978004455566406,51.750003814697266,50.85000228881836,48.858001708984375,45.94000244140625,77.85800170898438,72.69000244140625,77.36600494384766,71.28400421142578,77.47400665283203,73.76600646972656,72.20000457763672,67.89200592041016,65.54000091552734,59.78400421142578,71.15400695800781,66.01800537109375,65.19000244140625,57.40200424194336,56.27000427246094,45.086002349853516,38.3380012512207,24.838001251220703,24.900001525878906,13.18600082397461,62.55800247192383,60.15400314331055,51.85600280761719,39.6400032043457,52.21000289916992,43.150001525878906,42.23400115966797,32.704002380371094,32.788002014160156,24.32000160217285,76.62200164794922,73.21200561523438,70.94200134277344,65.29600524902344,67.2020034790039,57.0680046081543,59.21800231933594,50.948001861572266,50.12000274658203,39.09000015258789,72.22600555419922,67.0300064086914,69.5780029296875,63.756004333496094,60.02400207519531,51.19400405883789,53.112003326416016,42.66400146484375,43.71800231933594,31.64000129699707,56.948001861572266,53.97600173950195,44.57200241088867,43.60000228881836,38.650001525878906,36.00600051879883,31.198001861572266,29.174001693725586,24.524002075195312,22.666000366210938,41.856666564941406,30.430938720703125,70.33363390441839,58.07033363390441,67.0999984741211,66.98999786376953,86.79999542236328,75.38999938964844,75.43000030517578,80.68999481201172,80.83999633789062,38.40877174030464,70.08000183105469,15.65999984741211,30.65999984741211,6.359999656677246,30.66600227355957,78.71600341796875,93.70999908447266,93.75999450683594,81.24800109863281,98.9375,98.94372294372295,91.98400115966797,59.6551724137931,47.389162561576356
se_resnet152,68.11600494384766,9.346667289733887,78.1520004272461,75.9000015258789,76.8080062866211,74.21400451660156,74.57200622558594,71.83200073242188,71.14200592041016,68.08200073242188,66.2760009765625,61.952003479003906,73.04600524902344,68.53800201416016,69.1520004272461,62.708003997802734,61.44600296020508,50.94200134277344,40.93400192260742,25.73600196838379,14.874000549316406,6.7860002517700195,66.89200592041016,63.00200271606445,59.97200393676758,56.788002014160156,46.2760009765625,43.012001037597656,33.31800079345703,30.5260009765625,22.262001037597656,20.36600112915039,75.22000122070312,72.63200378417969,58.96600341796875,56.15400314331055,66.21200561523438,63.522003173828125,53.88200378417969,52.7140007019043,26.32600212097168,26.886001586914062,69.98200225830078,64.72000122070312,65.74600219726562,59.38600158691406,59.458003997802734,51.082000732421875,53.93000411987305,44.31800079345703,39.36000061035156,27.910001754760742,65.24400329589844,64.48400115966797,47.108001708984375,48.77000045776367,34.88600158691406,37.3380012512207,32.31999969482422,35.202003479003906,25.22800064086914,28.16400146484375,76.08000183105469,70.56999969482422,64.69400024414062,60.00200271606445,52.68000411987305,47.784000396728516,40.974002838134766,35.676002502441406,21.384000778198242,17.38800048828125,72.0780029296875,68.91600036621094,64.46600341796875,60.250003814697266,51.58400344848633,45.84800338745117,34.95800018310547,29.190000534057617,15.852001190185547,12.244000434875488,62.320003509521484,50.39400100708008,25.922000885009766,18.93000030517578,11.918000221252441,64.28600311279297,60.84400177001953,56.83200454711914,51.512001037597656,49.294002532958984,43.87600326538086,33.60200119018555,27.972002029418945,17.578001022338867,13.41200065612793,70.83000183105469,69.32400512695312,67.49200439453125,65.91600036621094,64.99800109863281,62.95000457763672,55.974002838134766,53.24200439453125,43.0260009765625,40.01000213623047,73.24000549316406,69.0300064086914,67.1500015258789,62.228004455566406,56.052001953125,49.38200378417969,40.5160026550293,33.65400314331055,30.740001678466797,25.024002075195312,72.51000213623047,72.27400207519531,73.30400085449219,71.39600372314453,61.052001953125,63.4160041809082,46.37000274658203,49.80600357055664,46.3640022277832,41.922000885009766,73.08200073242188,70.0300064086914,69.31200408935547,66.4020004272461,76.05400085449219,73.90400695800781,67.36199951171875,64.93400573730469,55.52400207519531,52.99200439453125,70.59400177001953,67.81600189208984,62.39600372314453,58.23200225830078,50.62200164794922,45.23200225830078,30.73600196838379,25.196001052856445,18.23000144958496,14.152000427246094,57.58400344848633,60.45000457763672,45.03600311279297,39.95600128173828,47.108001708984375,44.18600082397461,34.854000091552734,32.54800033569336,29.73600196838379,26.48200035095215,75.93600463867188,74.83000183105469,68.24800109863281,66.44400024414062,63.66800308227539,56.39200210571289,45.730003356933594,48.954002380371094,35.64200210571289,35.38800048828125,71.07400512695312,68.79400634765625,67.06400299072266,64.59200286865234,52.40800094604492,48.98200225830078,42.65400314331055,39.038002014160156,30.740001678466797,27.038002014160156,78.65800476074219,60.03400421142578,53.92400360107422,51.0420036315918,46.294002532958984,43.086002349853516,38.604000091552734,36.22200012207031,32.89200210571289,28.944002151489258,40.046669006347656,26.671777725219727,72.67808836789901,55.635707844905326,67.54999542236328,67.43999481201172,86.87999725341797,75.98999786376953,76.11000061035156,80.80999755859375,81.04000091552734,38.20892297720644,63.63999938964844,16.440000534057617,25.03999900817871,8.559999465942383,27.02800178527832,78.65800476074219,93.38999938964844,93.41999816894531,82.04800415039062,98.90972222222221,98.8051948051948,92.35200500488281,58.81773399014778,44.827586206896555
resnet50_cutmix,68.6259994506836,7.253333568572998,78.12600708007812,73.302001953125,77.01000213623047,72.15400695800781,74.97200012207031,70.2040023803711,71.46000671386719,66.41400146484375,66.23800659179688,60.75200271606445,76.52400207519531,68.5580062866211,74.7820053100586,64.5979995727539,70.70800018310547,55.410003662109375,55.32600402832031,28.060001373291016,28.948001861572266,7.2220001220703125,64.8280029296875,59.48200225830078,56.33400344848633,51.7140007019043,39.23200225830078,35.16200256347656,26.224000930786133,23.054000854492188,17.381999969482422,14.920001029968262,72.40800476074219,67.9000015258789,51.8380012512207,47.064002990722656,51.90800094604492,52.52400207519531,33.272003173828125,38.36600112915039,9.226000785827637,13.85200023651123,73.9780044555664,64.48600006103516,71.29800415039062,59.44400405883789,66.26800537109375,50.8640022277832,60.99200439453125,43.996002197265625,45.560001373291016,26.382001876831055,64.49800109863281,60.76000213623047,45.708003997802734,43.94200134277344,33.07200241088867,32.50200271606445,30.632001876831055,30.514001846313477,23.57000160217285,23.73000144958496,73.99200439453125,67.8759994506836,61.76400375366211,55.31200408935547,45.85200119018555,39.53200149536133,30.652002334594727,26.382001876831055,12.610000610351562,11.886000633239746,65.9280014038086,62.05800247192383,56.362003326416016,52.540000915527344,41.294002532958984,37.28600311279297,23.178001403808594,21.506000518798828,7.8580002784729,8.672000885009766,52.96600341796875,37.92000198364258,15.166000366210938,10.564000129699707,7.336000442504883,49.336002349853516,47.51400375366211,44.582000732421875,38.612003326416016,37.5,32.75400161743164,20.02800178527832,19.362001419067383,7.462000370025635,8.922000885009766,66.73200225830078,65.37800598144531,62.480003356933594,61.84400177001953,58.98800277709961,59.298004150390625,46.30800247192383,50.400001525878906,30.176000595092773,37.73800277709961,70.18400573730469,65.0,59.186004638671875,54.900001525878906,41.38600158691406,37.82600021362305,23.518001556396484,21.636001586914062,14.944000244140625,13.988000869750977,50.71000289916992,64.93800354003906,50.71800231933594,61.5680046081543,26.25200080871582,49.11000061035156,11.468000411987305,29.264001846313477,5.182000160217285,17.39000129699707,76.5780029296875,69.94600677490234,71.54199981689453,63.884002685546875,76.76200103759766,72.16200256347656,68.44600677490234,63.8800048828125,55.012001037597656,51.660003662109375,64.19200134277344,59.5880012512207,52.970001220703125,48.048004150390625,39.00200271606445,34.22600173950195,18.56599998474121,17.5260009765625,9.054000854492188,9.770000457763672,54.772003173828125,55.118003845214844,40.63600158691406,32.74400329589844,44.10600280761719,35.89200210571289,31.386001586914062,24.73000144958496,23.552001953125,18.940000534057617,75.0060043334961,71.82600402832031,64.79400634765625,60.18000411987305,59.35200119018555,48.314002990722656,36.152000427246094,38.62600326538086,26.328001022338867,25.940000534057617,64.67200469970703,61.090003967285156,58.35400390625,54.862003326416016,41.00200271606445,36.69000244140625,30.610000610351562,27.34200096130371,19.95400047302246,18.022001266479492,78.60000610351562,54.18000411987305,47.52400207519531,44.320003509521484,39.47600173950195,36.402000427246094,31.650001525878906,30.02800178527832,27.200000762939453,23.968000411987305,34.833335876464844,23.745800018310547,72.31740306582508,53.20108205590623,65.98999786376953,65.81999969482422,85.36000061035156,74.95999908447266,75.0999984741211,79.43000030517578,79.79000091552734,38.06848871124554,49.954002380371094,19.779998779296875,24.718000411987305,11.392000198364258,18.947999954223633,78.60000610351562,93.0,93.36000061035156,81.07200622558594,99.02777777777779,98.92640692640693,92.14400482177734,61.13300492610837,45.960591133004925
efficientnet-b1-advprop-autoaug,72.13800048828125,8.973333358764648,78.27400207519531,75.29000091552734,77.59400177001953,74.4020004272461,76.39200592041016,72.88400268554688,74.49400329589844,70.24800109863281,71.1820068359375,65.86600494384766,75.2300033569336,70.15800476074219,71.79000091552734,65.6520004272461,63.730003356933594,54.728004455566406,41.30000305175781,28.656002044677734,15.790000915527344,7.448000431060791,66.19600677490234,62.42000198364258,59.30600357055664,55.36600112915039,45.3380012512207,40.612003326416016,32.70199966430664,28.32000160217285,22.86400032043457,19.422000885009766,73.63800048828125,70.62600708007812,53.28200149536133,48.470001220703125,66.68400573730469,61.80400466918945,53.53600311279297,48.2140007019043,21.00400161743164,19.4320011138916,70.47000122070312,65.1520004272461,66.45000457763672,59.97600173950195,59.6400032043457,51.65400314331055,54.57600402832031,45.14600372314453,40.474002838134766,28.82000160217285,69.38200378417969,65.31600189208984,54.480003356933594,49.57200241088867,43.14200210571289,37.564002990722656,40.2660026550293,35.34800338745117,33.246002197265625,28.304000854492188,74.46600341796875,69.69600677490234,63.522003173828125,58.00400161743164,50.868003845214844,43.880001068115234,38.63600158691406,31.36800193786621,21.14000129699707,16.18400001525879,73.66200256347656,69.16000366210938,69.18600463867188,63.37000274658203,60.71800231933594,52.230003356933594,46.96800231933594,36.220001220703125,27.196001052856445,16.804000854492188,63.94600296020508,52.7920036315918,23.70800018310547,16.154001235961914,11.314000129699707,71.5260009765625,65.96000671386719,65.69200134277344,59.262001037597656,60.19400405883789,52.45600128173828,45.13600158691406,34.79800033569336,27.95400047302246,17.131999969482422,73.63600158691406,70.93800354003906,71.93800354003906,69.07400512695312,70.71600341796875,67.64800262451172,66.66200256347656,62.46800231933594,59.99200439453125,55.096004486083984,73.66600036621094,69.7560043334961,67.77799987792969,62.544002532958984,56.95000457763672,49.788002014160156,41.95000076293945,33.52000045776367,31.802001953125,23.77800178527832,72.71400451660156,71.84400177001953,73.93000030517578,70.24800109863281,62.85600280761719,61.85200119018555,51.262001037597656,49.6140022277832,47.19000244140625,43.432003021240234,77.802001953125,74.24200439453125,77.2560043334961,73.14400482177734,77.45600128173828,74.66400146484375,73.68800354003906,69.73400115966797,68.17400360107422,62.46000289916992,73.15800476074219,68.90800476074219,68.09400177001953,61.78200149536133,60.12400436401367,51.0420036315918,43.38600158691406,32.55000305175781,30.810001373291016,20.064001083374023,63.29000473022461,61.88600158691406,53.384002685546875,43.268001556396484,52.81200408935547,44.84600067138672,42.00200271606445,33.44200134277344,37.34000015258789,27.39000129699707,76.48200225830078,74.11000061035156,70.68400573730469,66.4800033569336,67.84400177001953,58.46200180053711,58.37600326538086,51.83000183105469,49.42000198364258,38.64400100708008,74.1240005493164,69.7280044555664,71.69400024414062,66.98600006103516,63.40800476074219,55.95600128173828,56.64400100708008,48.18000411987305,48.118003845214844,38.19600296020508,61.026004791259766,58.33000183105469,50.790000915527344,48.98600387573242,43.932003021240234,40.71200180053711,36.294002532958984,33.61800003051758,28.404001235961914,26.176000595092773,43.19333267211914,30.84556770324707,72.49774571686204,60.77547339945897,66.93000030517578,66.61000061035156,85.43999481201172,75.47999572753906,75.48999786376953,80.3499984741211,80.5199966430664,38.20892297720644,75.72000122070312,43.07999801635742,55.439998626708984,11.9399995803833,32.62200164794922,78.53600311279297,93.13999938964844,93.38999938964844,80.86400604248047,98.98611111111111,98.93506493506493,91.90400695800781,60.0,48.07881773399015
wide_resnet50_2,68.802001953125,6.0,78.46800231933594,73.76000213623047,75.98800659179688,71.93800354003906,73.46000671386719,69.11000061035156,69.7300033569336,64.61400604248047,63.884002685546875,57.922000885009766,78.46800231933594,65.12800598144531,67.1500015258789,58.50400161743164,57.46600341796875,45.66600036621094,33.790000915527344,18.73200035095215,11.208000183105469,4.232000350952148,64.6780014038086,60.58400344848633,56.70000457763672,53.57400131225586,41.34800338745117,38.314002990722656,28.672000885009766,26.632001876831055,18.404001235961914,17.645999908447266,71.99400329589844,68.49400329589844,50.570003509521484,46.902000427246094,56.62000274658203,55.922000885009766,39.816001892089844,42.49800109863281,13.588000297546387,16.96000099182129,78.46800231933594,61.02800369262695,63.94000244140625,54.660003662109375,57.43600082397461,45.47200393676758,52.39800262451172,38.8900032043457,36.98800277709961,22.624000549316406,78.46800231933594,61.19000244140625,46.5160026550293,44.49800109863281,34.384002685546875,32.842002868652344,32.220001220703125,30.704002380371094,25.334001541137695,24.006000518798828,78.46800231933594,68.5040054321289,61.9900016784668,56.88200378417969,46.406002044677734,42.262001037597656,31.222002029418945,29.43600082397461,12.92400074005127,13.890000343322754,78.46800231933594,64.58600616455078,58.14600372314453,55.31200408935547,42.12200164794922,39.91200256347656,23.36400032043457,22.282001495361328,8.028000831604004,7.788000583648682,57.93800354003906,43.8900032043457,18.894001007080078,13.268000602722168,8.75,78.46800231933594,53.6660041809082,48.39200210571289,45.25200271606445,39.53600311279297,37.41800308227539,20.768001556396484,20.68000030517578,8.254000663757324,8.568000793457031,78.46800231933594,66.48600006103516,64.58000183105469,63.368003845214844,61.8180046081543,60.80800247192383,51.814002990722656,52.756004333496094,38.28200149536133,40.926002502441406,71.32200622558594,66.36400604248047,61.948001861572266,56.21200180053711,45.18800354003906,38.986000061035156,27.634000778198242,23.196001052856445,19.312000274658203,15.634000778198242,78.46800231933594,67.54600524902344,67.21800231933594,65.28400421142578,46.974002838134766,56.25400161743164,31.85000228881836,42.35600280761719,27.670001983642578,33.17399978637695,78.46800231933594,67.14400482177734,68.89800262451172,63.73600387573242,75.41600036621094,71.63200378417969,64.99200439453125,61.138004302978516,51.66400146484375,48.86600112915039,78.46800231933594,63.21800231933594,55.730003356933594,52.118003845214844,40.486000061035156,37.55800247192383,18.558000564575195,17.532001495361328,8.756000518798828,8.956000328063965,52.066001892089844,54.44200134277344,37.58000183105469,32.29199981689453,39.022003173828125,34.7140007019043,26.862001419067383,23.27400016784668,19.928001403808594,17.012001037597656,78.46800231933594,72.63200378417969,64.302001953125,61.74800109863281,57.932003021240234,49.612003326416016,35.570003509521484,40.34800338745117,26.600000381469727,27.862001419067383,78.46800231933594,64.47400665283203,61.92000198364258,59.1140022277832,44.28200149536133,40.928001403808594,33.91200256347656,30.602001190185547,22.546001434326172,19.784000396728516,78.46800231933594,55.32200241088867,47.69600296020508,45.090003967285156,40.57400131225586,37.21000289916992,32.842002868652344,30.470001220703125,28.660001754760742,24.32200050354004,38.65333557128906,25.30998992919922,70.60414788097385,53.471596032461676,66.6500015258789,66.1500015258789,86.0,75.1199951171875,75.6199951171875,79.81999969482422,80.2699966430664,38.14410716214756,61.279998779296875,13.779999732971191,21.15999984741211,8.279999732971191,22.132001876831055,78.46800231933594,93.15999603271484,93.45999908447266,81.29600524902344,98.89583333333334,98.97835497835497,92.30400085449219,58.22660098522168,44.72906403940887
se_resnet101,68.0260009765625,8.546667098999023,77.86200714111328,75.2540054321289,76.32600402832031,73.4320068359375,74.0260009765625,70.9520034790039,70.63800048828125,66.8759994506836,65.41400146484375,60.98800277709961,72.4800033569336,67.54400634765625,68.2540054321289,61.72200393676758,59.49200439453125,50.018001556396484,38.290000915527344,25.16200065612793,14.592000961303711,6.590000152587891,66.35000610351562,61.64200210571289,58.618003845214844,54.92000198364258,44.50800323486328,41.49400329589844,31.66600227355957,30.020002365112305,21.062000274658203,19.928001403808594,74.98800659179688,72.0,58.5780029296875,55.474002838134766,65.99600219726562,63.60200119018555,54.41800308227539,53.060001373291016,27.518001556396484,27.918001174926758,69.53800201416016,64.31400299072266,65.48800659179688,59.08400344848633,59.49800109863281,51.130001068115234,54.68800354003906,45.0780029296875,40.04600143432617,29.014001846313477,64.93000030517578,63.79000473022461,47.30600357055664,48.064002990722656,34.444000244140625,36.336002349853516,31.996002197265625,34.242000579833984,24.856000900268555,27.224000930786133,75.74200439453125,70.28400421142578,64.62800598144531,58.432003021240234,50.87800216674805,45.862003326416016,38.182003021240234,34.60000228881836,19.418001174926758,17.850000381469727,71.50800323486328,68.30400085449219,63.724002838134766,59.85600280761719,51.12600326538086,45.04600143432617,32.880001068115234,27.724000930786133,12.766000747680664,10.680000305175781,61.19600296020508,48.384002685546875,22.928001403808594,16.29800033569336,10.4660005569458,64.0060043334961,60.88600158691406,56.94000244140625,52.20600128173828,49.54600143432617,43.932003021240234,31.020002365112305,26.634000778198242,14.262001037597656,11.658000946044922,70.31400299072266,68.67400360107422,67.03800201416016,65.19000244140625,64.3080062866211,62.40400314331055,55.092002868652344,52.0880012512207,41.89800262451172,38.07600021362305,73.35600280761719,68.88800048828125,67.21600341796875,62.00200271606445,54.69400405883789,48.768001556396484,37.5,32.145999908447266,27.416000366210938,23.132001876831055,71.62200164794922,70.97600555419922,72.61000061035156,69.39200592041016,58.09800338745117,60.43000411987305,43.71800231933594,47.262001037597656,40.980003356933594,37.75,72.85400390625,69.40400695800781,68.91400146484375,66.37200164794922,75.72200012207031,73.45000457763672,66.8759994506836,63.868003845214844,55.59400177001953,52.66400146484375,70.38800048828125,67.0580062866211,62.28200149536133,57.720001220703125,50.220001220703125,44.14400100708008,27.602001190185547,23.038002014160156,14.392001152038574,12.288000106811523,58.368003845214844,59.724002838134766,45.12800216674805,38.86600112915039,46.152000427246094,43.09400177001953,34.05000305175781,30.970001220703125,28.514001846313477,24.448001861572266,76.052001953125,74.18600463867188,69.41000366210938,66.25200653076172,65.35200500488281,56.62200164794922,45.08000183105469,47.53600311279297,35.45600128173828,34.59000015258789,70.7280044555664,67.85600280761719,66.4260025024414,63.49800491333008,51.46200180053711,48.00600051879883,41.10600280761719,37.470001220703125,28.48000144958496,25.07000160217285,78.39600372314453,60.04000473022461,53.1660041809082,51.34400177001953,45.762001037597656,43.750003814697266,38.134002685546875,37.20000076293945,32.586002349853516,29.860000610351562,39.046669006347656,25.327674865722656,71.77637511271415,55.18485121731289,67.1500015258789,67.0999984741211,86.95999908447266,75.5999984741211,75.83000183105469,80.25,80.5,38.45198228367722,63.79999923706055,17.260000228881836,24.68000030517578,7.079999923706055,27.040000915527344,78.39600372314453,93.29000091552734,93.2699966430664,81.24800109863281,98.96527777777779,98.97835497835497,92.19200134277344,60.54187192118226,45.566502463054185
resnet152,69.46600341796875,6.053333282470703,77.656005859375,74.4320068359375,76.22200012207031,72.91600036621094,73.91000366210938,70.46600341796875,70.5580062866211,66.51800537109375,65.5580062866211,60.41400146484375,72.6780014038086,66.5260009765625,68.7020034790039,60.202003479003906,60.548004150390625,47.62200164794922,37.518001556396484,19.600000381469727,11.10200023651123,3.932000160217285,67.27799987792969,62.86600112915039,60.12800216674805,56.12200164794922,45.62000274658203,41.55000305175781,32.7140007019043,28.68800163269043,20.996000289916992,18.266000747680664,72.20600128173828,69.8280029296875,50.406002044677734,48.198001861572266,60.8380012512207,59.5880012512207,45.87000274658203,47.14800262451172,18.200000762939453,21.850000381469727,69.50200653076172,62.548004150390625,65.34400177001953,56.60400390625,58.52800369262695,47.672000885009766,53.230003356933594,41.44000244140625,38.36000061035156,25.494001388549805,65.70000457763672,63.0420036315918,49.14800262451172,47.302001953125,36.534000396728516,35.518001556396484,34.12600326538086,33.42000198364258,26.694002151489258,26.38800048828125,75.20600128173828,70.24800109863281,65.35800170898438,59.220001220703125,50.71800231933594,45.28000259399414,35.57400131225586,32.4900016784668,15.40000057220459,15.328001022338867,67.86800384521484,65.59600067138672,58.80800247192383,57.070003509521484,41.83000183105469,42.5260009765625,20.142000198364258,25.332000732421875,4.588000297546387,9.882000923156738,59.60200119018555,46.314002990722656,20.910001754760742,14.730000495910645,9.484000205993652,57.160003662109375,56.176002502441406,48.544002532958984,47.178001403808594,38.496002197265625,39.96600341796875,16.700000762939453,23.470001220703125,4.174000263214111,10.556000709533691,70.0260009765625,68.6300048828125,67.34200286865234,65.99800109863281,65.2820053100586,64.02400207519531,56.44200134277344,56.56200408935547,42.28600311279297,44.51000213623047,72.65400695800781,68.14600372314453,65.95800018310547,60.17000198364258,53.11600112915039,46.262001037597656,36.94000244140625,30.330001831054688,27.290000915527344,21.376001358032227,65.59200286865234,69.00200653076172,68.36000061035156,66.93800354003906,44.42400360107422,57.59800338745117,28.864002227783203,41.79600143432617,26.450000762939453,32.522003173828125,72.62200164794922,68.17000579833984,69.0979995727539,64.51800537109375,75.91800689697266,72.56800079345703,67.84400177001953,63.40400314331055,56.160003662109375,51.682003021240234,67.3800048828125,65.06400299072266,56.81200408935547,55.156002044677734,40.40400314331055,41.082000732421875,14.792000770568848,21.27800178527832,5.0920000076293945,11.32800006866455,57.7760009765625,58.39800262451172,43.9640007019043,36.454002380371094,44.79600143432617,39.59800338745117,31.84600067138672,27.606000900268555,24.584001541137695,20.880001068115234,75.23200225830078,73.38600158691406,67.66000366210938,64.97000122070312,63.868003845214844,55.69000244140625,43.380001068115234,45.768001556396484,34.68000030517578,33.0780029296875,68.49200439453125,66.4520034790039,63.816001892089844,61.762001037597656,46.72600173950195,45.30800247192383,34.61000061035156,35.012001037597656,21.032001495361328,23.9580020904541,78.31200408935547,56.454002380371094,50.0260009765625,46.32400131225586,43.51000213623047,38.36000061035156,35.64200210571289,31.420001983642578,30.660001754760742,25.038002014160156,41.336666107177734,28.53465461730957,72.76825969341749,56.9882777276826,67.0199966430664,66.83999633789062,86.23999786376953,75.04999542236328,75.3499984741211,80.0999984741211,80.27999877929688,40.066976342227505,58.79999923706055,10.760000228881836,13.039999961853027,7.319999694824219,25.860000610351562,78.31200408935547,93.30999755859375,93.22999572753906,81.60000610351562,98.93055555555556,98.96103896103897,92.19200134277344,60.78817733990147,46.502463054187196
resnet101-tencent-ml-images,70.18400573730469,7.973333358764648,77.91800689697266,74.82000732421875,76.89200592041016,73.802001953125,75.43000030517578,71.77000427246094,72.94000244140625,68.37200164794922,68.81800079345703,62.99200439453125,77.61400604248047,71.50200653076172,77.08600616455078,69.07600402832031,75.94000244140625,63.21600341796875,71.43600463867188,44.28600311279297,57.160003662109375,18.142000198364258,60.7400016784668,61.32600402832031,50.422000885009766,54.37800216674805,34.242000579833984,38.94200134277344,22.218000411987305,26.762001037597656,13.574000358581543,17.736000061035156,72.14200592041016,69.21000671386719,49.85000228881836,46.25200271606445,61.810001373291016,59.454002380371094,42.8120002746582,44.84400177001953,13.374000549316406,16.540000915527344,72.65800476074219,64.79199981689453,69.49200439453125,59.16800308227539,63.27000427246094,49.634002685546875,57.7760009765625,41.82600021362305,42.06800079345703,23.55000114440918,67.04600524902344,64.24800109863281,50.73400115966797,49.000003814697266,39.3900032043457,37.46000289916992,36.43600082397461,35.342002868652344,30.05000114440918,28.530000686645508,73.19800567626953,68.57600402832031,55.37400436401367,57.85000228881836,39.560001373291016,43.86600112915039,27.286001205444336,30.704002380371094,11.5260009765625,14.414000511169434,67.22200012207031,64.7540054321289,57.45600128173828,55.71200180053711,40.262001037597656,40.284000396728516,19.944000244140625,23.262001037597656,5.414000034332275,9.452000617980957,63.42000198364258,50.34600067138672,18.756000518798828,11.902000427246094,6.9720001220703125,47.29600143432617,55.50200271606445,43.23400115966797,45.01400375366211,36.00200271606445,36.37600326538086,16.7760009765625,19.248001098632812,4.834000110626221,8.656000137329102,68.55599975585938,67.59200286865234,65.0320053100586,64.35600280761719,62.13600158691406,61.95000457763672,53.048004150390625,53.89200210571289,41.01400375366211,43.064002990722656,70.87600708007812,66.52200317382812,62.00800323486328,57.53200149536133,45.682003021240234,40.68600082397461,28.102001190185547,23.16400146484375,19.06599998474121,15.40000057220459,67.77200317382812,70.49000549316406,69.14000701904297,68.96600341796875,51.858001708984375,58.81200408935547,34.16600036621094,42.836002349853516,25.5260009765625,28.51000213623047,77.41800689697266,71.04600524902344,73.24000549316406,66.22000122070312,77.34000396728516,73.6760025024414,72.44200134277344,66.81600189208984,64.33399963378906,57.72200393676758,66.64800262451172,63.320003509521484,55.096004486083984,52.55800247192383,39.242000579833984,39.0,17.220001220703125,20.408000946044922,7.952000141143799,11.406000137329102,58.61600112915039,57.8280029296875,47.92000198364258,36.78000259399414,47.6400032043457,37.47800064086914,36.53000259399414,25.976001739501953,31.224000930786133,20.8960018157959,75.75200653076172,73.30400085449219,68.28600311279297,64.27400207519531,64.20000457763672,54.65800094604492,44.55400085449219,45.060001373291016,35.27000045776367,33.224002838134766,68.25800323486328,64.6500015258789,62.566001892089844,59.500003814697266,43.858001708984375,43.470001220703125,32.93000030517578,34.28200149536133,21.464000701904297,24.34400177001953,53.842002868652344,54.03600311279297,43.676002502441406,43.48800277709961,35.86800003051758,35.66600036621094,27.994001388549805,28.614002227783203,23.75200080871582,22.132001876831055,,27.697538375854492,71.5058611361587,54.102795311091064,66.22000122070312,66.52999877929688,86.08000183105469,75.25,75.2699966430664,80.02999877929688,80.00999450683594,39.840120989521445,,,,,24.16200065612793,78.24800109863281,93.22000122070312,,81.16800689697266,98.90277777777777,98.94372294372295,92.11200714111328,59.75369458128079,44.679802955665025
resnet50_feature_cutmix,68.25,7.026666641235352,77.62000274658203,73.26000213623047,76.43400573730469,72.03800201416016,74.59800720214844,69.87800598144531,71.48600006103516,66.19200134277344,66.35200500488281,60.720001220703125,76.13200378417969,68.59600067138672,74.36200714111328,64.77799987792969,69.77000427246094,55.452003479003906,54.342002868652344,28.430002212524414,29.214000701904297,7.698000431060791,65.0979995727539,59.37800216674805,56.19000244140625,51.948001861572266,39.46600341796875,36.060001373291016,26.104001998901367,23.810001373291016,17.07000160217285,15.136000633239746,72.36200714111328,68.2280044555664,52.02000427246094,47.84800338745117,51.94600296020508,51.7760009765625,33.96000289916992,38.182003021240234,10.736000061035156,14.714000701904297,73.74600219726562,64.88999938964844,71.18400573730469,60.262001037597656,65.98200225830078,51.78200149536133,60.45000457763672,45.14800262451172,45.07200241088867,28.894001007080078,64.44200134277344,60.39600372314453,46.302001953125,43.89800262451172,33.79199981689453,32.54800033569336,31.184001922607422,30.638002395629883,24.496000289916992,24.082000732421875,73.66600036621094,67.85400390625,61.41200256347656,55.23400115966797,45.112003326416016,39.94000244140625,30.314001083374023,26.610000610351562,12.486001014709473,11.832000732421875,65.01000213623047,62.182003021240234,52.250003814697266,51.814002990722656,32.0,34.46000289916992,12.834000587463379,17.0260009765625,2.8580000400543213,5.1660003662109375,52.80400085449219,37.50800323486328,14.434000968933105,9.556000709533691,6.458000183105469,49.17000198364258,47.406002044677734,39.69600296020508,38.5,29.136001586914062,30.894001007080078,10.528000831604004,14.806000709533691,2.75600004196167,5.026000022888184,66.07200622558594,64.76600646972656,62.04000473022461,61.138004302978516,58.810001373291016,58.204002380371094,46.60400390625,48.992000579833984,30.030000686645508,35.60000228881836,69.27799987792969,65.08800506591797,58.23800277709961,54.302001953125,40.34600067138672,37.03200149536133,23.100000381469727,21.506000518798828,14.832000732421875,14.082000732421875,51.76000213623047,64.21200561523438,59.85000228881836,61.83400344848633,34.522003173828125,50.64200210571289,22.178001403808594,34.426002502441406,15.006000518798828,24.678001403808594,76.51200103759766,70.49800109863281,71.60000610351562,64.44600677490234,76.53400421142578,72.2020034790039,68.5040054321289,64.22400665283203,55.298004150390625,52.40400314331055,63.35600280761719,60.26400375366211,49.37000274658203,47.868003845214844,31.3960018157959,32.236000061035156,10.918000221252441,13.532000541687012,4.427999973297119,6.318000316619873,53.840003967285156,55.34400177001953,40.93400192260742,34.29800033569336,43.814002990722656,37.50800323486328,31.134000778198242,26.84200096130371,24.84200096130371,20.874000549316406,74.86400604248047,71.96000671386719,64.38800048828125,60.99800109863281,58.96400451660156,49.12600326538086,36.30000305175781,38.93400192260742,26.450000762939453,25.992000579833984,65.1300048828125,61.400001525878906,58.13600158691406,54.90400314331055,37.30800247192383,35.41800308227539,26.194002151489258,25.316001892089844,15.934000968933105,15.834000587463379,78.21200561523438,54.650001525878906,45.660003662109375,44.79800033569336,39.086002349853516,37.51000213623047,31.59800148010254,31.080001831054688,27.856000900268555,24.840002059936523,35.59333419799805,24.512174606323242,71.77637511271415,53.471596032461676,65.97000122070312,66.02999877929688,84.47999572753906,74.56999969482422,74.7699966430664,79.33000183105469,79.77999877929688,38.07929134708869,48.660003662109375,18.559999465942383,23.07200050354004,11.144000053405762,19.34600067138672,78.21200561523438,93.18999481201172,93.04000091552734,80.86400604248047,98.93055555555556,98.97835497835497,91.79200744628906,60.0,43.99014778325123
resnext101_32x4d,69.03800201416016,5.853333473205566,77.89000701904297,74.51800537109375,77.13600158691406,73.64800262451172,75.65800476074219,71.86400604248047,73.17200469970703,68.88600158691406,69.43800354003906,64.43800354003906,76.53600311279297,71.18400573730469,75.31200408935547,68.5580062866211,72.09400177001953,62.15800476074219,60.07400131225586,41.16200256347656,36.17000198364258,14.742000579833984,63.10400390625,61.150001525878906,55.82400131225586,55.090003967285156,43.49800109863281,42.80600357055664,31.808000564575195,31.73200225830078,21.036001205444336,22.34600067138672,70.65800476074219,69.21600341796875,49.842002868652344,47.78200149536133,60.28400421142578,57.98600387573242,45.926002502441406,45.836002349853516,19.63800048828125,21.54800033569336,73.56200408935547,67.52799987792969,70.95600128173828,63.36600112915039,65.15800476074219,55.46000289916992,59.612003326416016,48.60400390625,45.3900032043457,32.230003356933594,67.48600006103516,64.29000091552734,52.762001037597656,50.40800094604492,41.858001708984375,40.18800354003906,39.380001068115234,38.13800048828125,32.86800003051758,31.672000885009766,73.26600646972656,69.06600189208984,60.19400405883789,57.302001953125,43.87600326538086,45.066001892089844,30.272001266479492,34.54199981689453,14.10200023651123,18.75200080871582,70.05400085449219,67.06600189208984,63.750003814697266,60.09400177001953,52.24800109863281,48.608001708984375,35.8900032043457,33.50400161743164,16.84200096130371,16.268001556396484,60.28200149536133,47.39200210571289,22.416000366210938,15.968000411987305,10.182000160217285,61.198001861572266,58.512001037597656,55.21200180053711,51.24800109863281,48.82200241088867,45.198001861572266,32.91600036621094,30.628002166748047,16.920000076293945,16.3700008392334,70.2300033569336,68.81600189208984,67.5580062866211,66.31800079345703,65.19800567626953,63.98800277709961,57.30400085449219,57.03000259399414,44.012001037597656,45.65400314331055,71.6500015258789,68.01000213623047,64.59400177001953,60.52800369262695,51.672000885009766,46.566001892089844,34.88800048828125,30.66600227355957,24.91400146484375,21.358001708984375,69.71200561523438,70.2020034790039,69.44200134277344,68.76000213623047,55.342002868652344,61.474002838134766,41.07400131225586,49.160003662109375,31.584001541137695,39.22600173950195,76.89400482177734,72.27200317382812,72.91200256347656,67.48400115966797,76.81800079345703,73.54000091552734,71.12200164794922,67.03800201416016,61.94200134277344,57.74400329589844,69.09200286865234,65.82200622558594,61.21000289916992,57.58000183105469,49.522003173828125,46.284000396728516,29.330001831054688,27.66200065612793,16.802000045776367,16.350000381469727,59.836002349853516,59.980003356933594,49.1400032043457,41.14200210571289,49.41400146484375,43.64600372314453,37.62200164794922,31.926000595092773,34.80400085449219,27.934001922607422,75.2540054321289,73.10400390625,67.33600616455078,63.87600326538086,63.02800369262695,54.21200180053711,46.71200180053711,46.64200210571289,38.242000579833984,35.22200012207031,69.68800354003906,66.76000213623047,65.40800476074219,62.682003021240234,49.73600387573242,47.74800109863281,39.4900016784668,38.176002502441406,27.73000144958496,27.012001037597656,78.18800354003906,57.0680046081543,49.952003479003906,47.68400192260742,43.22200393676758,39.880001068115234,35.7760009765625,33.310001373291016,31.152002334594727,26.792001724243164,42.013336181640625,29.267621994018555,73.3092876465284,57.16862037871957,66.23999786376953,66.29000091552734,86.15999603271484,75.06999969482422,75.38999938964844,79.73999786376953,79.86000061035156,36.323863022577505,56.21999740600586,11.09999942779541,13.59999942779541,8.619999885559082,26.806001663208008,78.18800354003906,93.15999603271484,93.16999816894531,80.68800354003906,98.98611111111111,98.94372294372295,92.14400482177734,60.19704433497537,45.61576354679803
resnet101_lpf3,68.5979995727539,6.039999961853027,77.33800506591797,73.97400665283203,76.04400634765625,72.3740005493164,73.79400634765625,69.87000274658203,70.17000579833984,65.70600128173828,64.76800537109375,59.80600357055664,72.60400390625,66.47200012207031,68.93400573730469,60.96200180053711,61.3640022277832,49.77800369262695,40.89200210571289,23.9580020904541,16.61400032043457,6.190000057220459,65.31800079345703,62.0780029296875,58.298004150390625,55.37400436401367,43.45800018310547,42.204002380371094,31.270002365112305,30.020002365112305,19.262001037597656,20.282001495361328,72.34600067138672,68.93800354003906,51.26000213623047,48.298004150390625,55.55000305175781,55.87800216674805,38.178001403808594,42.93600082397461,12.794000625610352,18.48200035095215,69.73800659179688,62.974002838134766,65.89600372314453,57.40400314331055,59.518001556396484,49.03200149536133,53.634002685546875,42.288002014160156,37.80000305175781,26.32400131225586,64.13999938964844,61.4160041809082,46.518001556396484,45.368003845214844,34.14800262451172,33.89400100708008,32.05800247192383,31.910001754760742,25.450000762939453,25.13800048828125,74.51000213623047,69.05400085449219,62.400001525878906,58.3900032043457,45.272003173828125,45.336002349853516,30.06800079345703,33.7400016784668,13.3100004196167,17.112001419067383,66.55400085449219,64.92200469970703,56.480003356933594,55.09800338745117,39.86800003051758,38.44200134277344,21.058000564575195,19.86400032043457,6.334000110626221,6.160000324249268,58.006004333496094,44.61000061035156,19.968000411987305,14.180000305175781,9.508000373840332,54.78600311279297,54.358001708984375,46.5160026550293,43.36600112915039,37.874000549316406,35.3280029296875,19.3960018157959,19.18400001525879,6.5460004806518555,7.404000282287598,69.1300048828125,67.0979995727539,66.35800170898438,64.22200012207031,64.0060043334961,61.68400192260742,56.24200439453125,53.954002380371094,45.19000244140625,42.80400085449219,71.87000274658203,67.34400177001953,63.2660026550293,58.000003814697266,48.092002868652344,42.160003662109375,30.828001022338867,25.580001831054688,21.790000915527344,17.18800163269043,65.81400299072266,68.59200286865234,65.5580062866211,66.49400329589844,48.42000198364258,57.660003662109375,34.68600082397461,45.18400192260742,33.95800018310547,36.62000274658203,72.73400115966797,67.80400085449219,69.24600219726562,64.57600402832031,75.2760009765625,71.99800109863281,65.63600158691406,62.052001953125,52.970001220703125,50.086002349853516,64.61000061035156,63.14800262451172,52.38200378417969,50.564002990722656,36.358001708984375,34.422000885009766,14.842000961303711,14.270000457763672,6.004000186920166,6.674000263214111,54.928001403808594,56.638004302978516,39.82600021362305,34.27400207519531,41.02400207519531,36.70800018310547,28.420001983642578,25.16200065612793,21.246000289916992,18.36600112915039,74.85200500488281,72.66200256347656,66.24400329589844,63.03200149536133,61.92000198364258,53.85000228881836,44.46000289916992,46.87600326538086,35.8380012512207,34.93800354003906,66.17200469970703,64.27000427246094,59.7920036315918,58.24400329589844,40.19600296020508,37.82400131225586,29.47800064086914,27.302001953125,18.214000701904297,16.66400146484375,78.11600494384766,56.660003662109375,49.9160041809082,46.82200241088867,43.39400100708008,39.178001403808594,35.86000061035156,32.37800216674805,31.4320011138916,25.976001739501953,40.45333480834961,27.833127975463867,70.69431920649234,54.82416591523895,66.0999984741211,66.05999755859375,86.23999786376953,75.0999984741211,75.62999725341797,79.72000122070312,80.16999816894531,39.31619315112888,57.87999725341797,10.779999732971191,13.59999942779541,7.659999847412109,24.00800132751465,78.11600494384766,93.25,93.32999420166016,80.96000671386719,98.92361111111111,98.84848484848486,92.44800567626953,59.11330049261084,45.4679802955665
efficientnet-b1,67.85400390625,7.2266669273376465,77.42000579833984,73.1520004272461,75.9000015258789,71.65400695800781,73.5840072631836,69.14200592041016,70.24800109863281,64.91600036621094,65.08200073242188,58.69000244140625,71.0979995727539,63.928001403808594,65.9020004272461,56.64800262451172,54.81800079345703,41.816001892089844,23.45400047302246,12.914000511169434,2.8420002460479736,1.7760001420974731,63.26000213623047,59.426002502441406,53.8900032043457,51.80800247192383,38.74400329589844,37.21600341796875,26.964000701904297,25.602001190185547,18.13800048828125,16.628000259399414,72.39800262451172,68.3479995727539,54.56200408935547,47.70600128173828,61.406002044677734,57.022003173828125,46.09600067138672,42.82400131225586,20.350000381469727,18.464000701904297,67.60000610351562,60.2660026550293,62.55600357055664,53.62800216674805,54.772003173828125,43.98200225830078,49.06800079345703,36.95800018310547,32.15400314331055,20.11600112915039,64.02799987792969,59.14800262451172,46.96600341796875,41.72800064086914,35.40999984741211,29.970001220703125,32.75200271606445,27.82600212097168,26.398000717163086,21.440000534057617,73.19600677490234,67.71400451660156,58.74800109863281,54.01400375366211,43.52800369262695,40.03000259399414,31.442001342773438,28.8960018157959,16.928001403808594,13.958001136779785,69.0780029296875,64.10400390625,61.85400390625,54.57600402832031,48.46200180053711,39.358001708984375,29.84800148010254,21.338001251220703,8.784000396728516,5.618000030517578,56.92000198364258,42.124000549316406,15.50200080871582,9.91200065612793,6.242000102996826,64.82200622558594,59.74800109863281,56.9900016784668,49.27000045776367,49.470001220703125,40.320003509521484,30.740001678466797,21.45400047302246,11.404000282287598,6.590000152587891,70.43600463867188,67.18000030517578,68.0300064086914,64.46400451660156,66.15399932861328,62.25800323486328,60.294002532958984,54.802001953125,51.730003356933594,44.118003845214844,71.66200256347656,66.39400482177734,65.10600280761719,58.41200256347656,52.18600082397461,43.80800247192383,34.79800033569336,27.136001586914062,24.4580020904541,18.466001510620117,69.59000396728516,68.2040023803711,70.64400482177734,66.73200225830078,63.454002380371094,60.98200225830078,53.98600387573242,51.96600341796875,51.48600387573242,46.6140022277832,72.16000366210938,66.0300064086914,68.1240005493164,62.19400405883789,75.63800048828125,71.47600555419922,67.5,62.48600387573242,56.58400344848633,51.458003997802734,67.5260009765625,62.336002349853516,58.55400466918945,51.09600067138672,45.8280029296875,36.42000198364258,23.382001876831055,15.492000579833984,10.68600082397461,6.12600040435791,58.73800277709961,56.772003173828125,45.61600112915039,33.5620002746582,46.70600128173828,37.26000213623047,34.7140007019043,26.00200080871582,25.634000778198242,17.84400177001953,75.64200592041016,71.92000579833984,69.4280014038086,63.47200393676758,65.87800598144531,54.80600357055664,55.23800277709961,48.80400085449219,46.862003326416016,37.06800079345703,67.63600158691406,62.85400390625,62.788002014160156,57.512001037597656,45.80000305175781,39.09400177001953,35.32600021362305,28.088001251220703,23.356000900268555,16.70800018310547,57.68400192260742,54.53000259399414,46.88200378417969,44.660003662109375,40.3280029296875,36.604000091552734,32.91200256347656,29.750001907348633,26.024002075195312,23.18000030517578,37.14666748046875,23.910865783691406,70.51397655545536,56.9882777276826,65.54999542236328,65.83999633789062,85.04000091552734,74.55999755859375,74.23999786376953,79.25999450683594,79.37999725341797,38.00907421410824,70.04000091552734,18.260000228881836,30.779998779296875,6.239999771118164,26.6200008392334,77.90800476074219,92.65999603271484,92.66999816894531,80.35200500488281,98.74305555555556,98.82251082251082,92.16000366210938,58.27586206896552,46.354679802955665
resnet101_lpf5,67.99000549316406,5.3466668128967285,77.25200653076172,73.39400482177734,75.74800109863281,71.76399993896484,73.09400177001953,69.08399963378906,69.41400146484375,64.99600219726562,64.22200012207031,58.958003997802734,71.94800567626953,65.33399963378906,67.93400573730469,59.230003356933594,59.814002990722656,47.20600128173828,38.45800018310547,21.292001724243164,14.528000831604004,4.898000240325928,65.35400390625,61.49200439453125,58.820003509521484,54.93400192260742,43.37200164794922,39.90400314331055,30.136001586914062,27.216001510620117,18.6200008392334,17.70400047302246,71.48600006103516,68.5320053100586,50.22600173950195,46.730003356933594,56.560001373291016,55.32600402832031,40.33000183105469,42.25200271606445,14.250000953674316,17.70600128173828,68.70800018310547,61.428001403808594,64.58600616455078,55.342002868652344,57.71200180053711,46.68600082397461,52.78000259399414,40.82400131225586,37.944000244140625,25.624000549316406,64.44600677490234,61.35600280761719,47.58000183105469,45.790000915527344,35.64400100708008,34.65800094604492,33.28200149536133,32.5780029296875,26.3960018157959,25.916000366210938,74.24800109863281,68.64600372314453,63.368003845214844,58.048004150390625,47.682003021240234,43.55600357055664,30.75200080871582,29.774002075195312,12.4660005569458,13.842000961303711,66.63800048828125,64.61800384521484,57.40400314331055,55.76000213623047,40.426002502441406,41.22800064086914,19.742000579833984,24.416000366210938,5.270000457763672,8.636000633239746,57.15400314331055,44.064002990722656,20.312000274658203,14.640000343322754,9.660000801086426,54.794002532958984,53.62400436401367,46.810001373291016,45.11000061035156,37.58400344848633,38.05400085449219,17.404001235961914,22.290000915527344,5.230000019073486,9.256000518798828,68.47200012207031,66.74200439453125,65.69600677490234,63.89600372314453,63.178001403808594,61.612003326416016,55.3900032043457,54.500003814697266,43.95600128173828,44.150001525878906,71.30000305175781,66.71600341796875,62.38600158691406,57.37800216674805,46.152000427246094,40.93800354003906,28.52800178527832,24.546001434326172,19.668001174926758,16.34000015258789,64.95600128173828,67.9260025024414,66.28600311279297,65.72200012207031,51.34400177001953,56.74200439453125,39.95800018310547,44.612003326416016,35.290000915527344,36.518001556396484,72.11600494384766,67.16600036621094,68.23200225830078,63.67400360107422,75.1500015258789,71.2540054321289,65.5580062866211,61.58400344848633,53.2400016784668,49.52800369262695,65.37000274658203,63.552001953125,54.474002838134766,53.19600296020508,38.44200134277344,39.03200149536133,14.858000755310059,19.106000900268555,5.7260003089904785,9.664000511169434,55.41200256347656,56.496002197265625,42.71600341796875,36.570003509521484,42.970001220703125,37.93000030517578,30.894001007080078,26.702001571655273,24.552001953125,20.4060001373291,74.69000244140625,72.16200256347656,65.7280044555664,62.36600112915039,60.932003021240234,52.14400100708008,42.84600067138672,43.768001556396484,34.810001373291016,32.89800262451172,67.26399993896484,65.58000183105469,61.80000305175781,60.48200225830078,43.75400161743164,42.944000244140625,32.04199981689453,32.50800323486328,19.34600067138672,21.308000564575195,77.90800476074219,55.768001556396484,50.46200180053711,46.340003967285156,43.4640007019043,38.538002014160156,36.07400131225586,32.09600067138672,30.78400230407715,25.774002075195312,39.03666687011719,26.94688606262207,71.95671776375113,54.01262398557258,66.22000122070312,66.18000030517578,84.4000015258789,74.79999542236328,74.9000015258789,79.56999969482422,79.69999694824219,37.71200172842173,60.0,10.899999618530273,13.9399995803833,7.679999828338623,24.09600067138672,77.90800476074219,92.88999938964844,92.90999603271484,80.75200653076172,98.875,98.9004329004329,91.96800231933594,58.47290640394088,44.97536945812808
vit_small_patch16_224,67.06000518798828,12.173333168029785,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40.11000061035156,27.088369369506836,70.96483318304779,54.91433724075744,65.76000213623047,65.3699951171875,84.55999755859375,73.29999542236328,73.5,78.88999938964844,79.06999969482422,32.9426380036729,,,,,30.924001693725586,77.85600280761719,92.75999450683594,92.5999984741211,79.39200592041016,98.73611111111111,98.8051948051948,91.8080062866211,58.128078817733986,45.27093596059114
resnet101_lpf2,68.88600158691406,5.480000019073486,76.9780044555664,73.4520034790039,75.47600555419922,71.7820053100586,73.00200653076172,69.25,69.66200256347656,65.41200256347656,64.45600128173828,59.342002868652344,72.51000213623047,66.2280044555664,68.83000183105469,60.820003509521484,61.94200134277344,50.68600082397461,43.34600067138672,26.20400047302246,19.470001220703125,7.188000202178955,65.10800170898438,61.68000411987305,58.096004486083984,54.858001708984375,43.45000076293945,41.20800018310547,30.802001953125,29.158000946044922,19.6560001373291,19.812000274658203,71.51800537109375,68.56999969482422,50.39400100708008,47.30800247192383,55.2400016784668,55.070003509521484,38.49800109863281,41.68600082397461,14.094000816345215,18.394001007080078,69.81000518798828,63.18000411987305,66.07600402832031,57.90800094604492,59.96200180053711,49.40800094604492,54.118003845214844,42.25600051879883,38.5880012512207,26.14000129699707,62.83400344848633,60.522003173828125,45.88600158691406,44.66600036621094,34.272003173828125,33.46600341796875,31.924001693725586,31.514001846313477,25.584001541137695,25.078001022338867,74.22600555419922,68.89800262451172,62.090003967285156,58.08000183105469,44.314002990722656,44.814002990722656,29.488000869750977,33.37800216674805,13.99000072479248,16.93600082397461,66.37000274658203,64.52200317382812,57.46000289916992,55.89200210571289,40.85600280761719,39.986000061035156,18.25200080871582,21.750001907348633,2.492000102996826,6.744000434875488,57.09800338745117,43.19200134277344,18.748001098632812,12.986001014709473,8.657999992370605,56.71400451660156,56.57400131225586,48.18400192260742,46.35000228881836,38.45600128173828,37.612003326416016,15.122000694274902,19.672000885009766,2.3500001430511475,6.954000473022461,68.32400512695312,66.96600341796875,65.21800231933594,63.78200149536133,62.8640022277832,61.428001403808594,53.73600387573242,52.39200210571289,39.89400100708008,38.90800094604492,70.8740005493164,66.52400207519531,60.518001556396484,56.06800079345703,42.794002532958984,39.130001068115234,24.942001342773438,22.898000717163086,16.578001022338867,15.158000946044922,65.6780014038086,67.7760009765625,67.92000579833984,66.31999969482422,50.788002014160156,57.5260009765625,34.18600082397461,42.32200241088867,29.180002212524414,30.830001831054688,72.37600708007812,67.24000549316406,68.84400177001953,63.724002838134766,74.76000213623047,71.28800201416016,64.88800048828125,61.064002990722656,51.98200225830078,48.33400344848633,64.97200012207031,63.410003662109375,54.19200134277344,52.340003967285156,38.46800231933594,37.236000061035156,12.562000274658203,16.946001052856445,3.4900002479553223,7.910000324249268,55.788002014160156,56.49400329589844,41.0420036315918,34.03600311279297,41.39400100708008,36.59800338745117,28.78400230407715,25.398000717163086,21.282001495361328,17.808000564575195,74.79400634765625,72.34600067138672,66.68600463867188,62.936004638671875,62.60600280761719,52.93600082397461,43.10600280761719,44.63600158691406,33.95000076293945,32.52400207519531,66.08800506591797,64.22200012207031,60.44000244140625,58.78400421142578,41.98200225830078,40.39200210571289,29.93800163269043,29.652002334594727,15.756000518798828,18.610000610351562,77.80000305175781,54.84800338745117,46.4900016784668,44.30000305175781,40.1400032043457,36.702003479003906,32.19600296020508,30.238000869750977,28.514001846313477,24.04400062561035,39.586666107177734,25.36501121520996,70.8746618575293,54.73399458972047,66.36000061035156,66.25,85.36000061035156,74.76000213623047,74.83999633789062,79.7699966430664,79.79000091552734,38.72744949767743,58.099998474121094,10.139999389648438,12.9399995803833,6.839999675750732,24.090002059936523,77.80000305175781,92.82999420166016,92.97000122070312,80.9280014038086,98.77083333333333,98.7965367965368,91.71200561523438,60.39408866995074,44.532019704433495
se_resnet50,66.77200317382812,6.173333644866943,77.63600158691406,73.87200164794922,75.32000732421875,72.10400390625,72.5780029296875,69.3479995727539,68.41800689697266,64.49400329589844,61.936004638671875,57.58200454711914,77.63600158691406,65.02000427246094,65.33800506591797,57.90400314331055,54.91800308227539,43.820003509521484,30.59800148010254,17.490001678466797,8.973999977111816,3.9760000705718994,63.958003997802734,58.80600357055664,55.6400032043457,51.89600372314453,40.86600112915039,38.284000396728516,28.73400115966797,26.86600112915039,19.046001434326172,17.91200065612793,73.99800109863281,70.44400024414062,56.94600296020508,53.00200271606445,62.75800323486328,59.6400032043457,49.018001556396484,48.000003814697266,22.384000778198242,22.73200035095215,77.63600158691406,61.20000457763672,63.10000228881836,54.832000732421875,56.20600128173828,46.038002014160156,51.092002868652344,40.202003479003906,36.23400115966797,24.68600082397461,77.63600158691406,61.53000259399414,43.28000259399414,44.72200393676758,30.402002334594727,32.61000061035156,27.858001708984375,30.566001892089844,21.36800193786621,23.650001525878906,77.63600158691406,68.1780014038086,62.092002868652344,55.746002197265625,47.3380012512207,42.656002044677734,34.59600067138672,31.398000717163086,17.586000442504883,14.600000381469727,77.63600158691406,67.18000030517578,62.26200485229492,58.868003845214844,49.548004150390625,44.01000213623047,32.02400207519531,26.79400062561035,12.00200080871582,9.906000137329102,58.810001373291016,45.724002838134766,21.634000778198242,15.080000877380371,9.51200008392334,77.63600158691406,58.586002349853516,54.62200164794922,49.94200134277344,46.922000885009766,41.8900032043457,28.714000701904297,24.108001708984375,11.9660005569458,9.700000762939453,77.63600158691406,67.00200653076172,65.83200073242188,63.85400390625,63.23600387573242,61.21600341796875,54.90200424194336,52.61600112915039,43.290000915527344,40.73800277709961,71.59600067138672,66.74000549316406,65.17000579833984,59.6400032043457,52.42400360107422,46.522003173828125,35.788002014160156,30.310001373291016,26.006000518798828,21.6460018157959,77.63600158691406,68.87000274658203,71.302001953125,67.87800598144531,54.55000305175781,58.730003356933594,39.608001708984375,45.772003173828125,37.98800277709961,36.22600173950195,77.63600158691406,67.92000579833984,68.10800170898438,64.55000305175781,74.54199981689453,71.49000549316406,64.83399963378906,62.022003173828125,53.21000289916992,50.374000549316406,77.63600158691406,65.7800064086914,59.70000457763672,56.134002685546875,47.410003662109375,42.55800247192383,25.23600196838379,20.86400032043457,11.87600040435791,10.034000396728516,54.862003326416016,56.30600357055664,41.2660026550293,34.61000061035156,42.582000732421875,38.730003356933594,29.590002059936523,26.534000396728516,23.760000228881836,20.128000259399414,77.63600158691406,72.9540023803711,66.0580062866211,63.16400146484375,61.1660041809082,52.34600067138672,41.79800033569336,44.3380012512207,32.28200149536133,32.24400329589844,77.63600158691406,66.68000030517578,64.68600463867188,62.1140022277832,48.13800048828125,46.090003967285156,37.784000396728516,35.182003021240234,25.648000717163086,22.6460018157959,77.63600158691406,56.68400192260742,49.2760009765625,47.68800354003906,41.8280029296875,40.00200271606445,34.454002380371094,33.56800079345703,29.222002029418945,27.058000564575195,36.866668701171875,23.643617630004883,69.88277727682598,54.283137962128045,66.23999786376953,65.83999633789062,85.5199966430664,74.16999816894531,74.19999694824219,79.13999938964844,79.43000030517578,35.88635627093011,64.65999603271484,16.23400115966797,23.059999465942383,6.239999771118164,24.514001846313477,77.63600158691406,92.97000122070312,92.66999816894531,80.28800201416016,98.79861111111111,98.89177489177489,91.24800109863281,58.81773399014778,44.08866995073892
resnext50_32x4d,67.58399963378906,4.813333511352539,77.61800384521484,73.33600616455078,75.54400634765625,71.63400268554688,73.0780029296875,68.85600280761719,69.27799987792969,64.34000396728516,63.46000289916992,57.7760009765625,77.61800384521484,64.62800598144531,66.84000396728516,58.23800277709961,57.97600173950195,45.46600341796875,35.112003326416016,19.25200080871582,11.498000144958496,4.430000305175781,64.48400115966797,60.18800354003906,56.81800079345703,53.14200210571289,41.608001708984375,38.43400192260742,29.38800048828125,26.428001403808594,19.060001373291016,17.270000457763672,71.37600708007812,68.41200256347656,49.78000259399414,46.50200271606445,56.05600357055664,55.07200241088867,40.202003479003906,42.040000915527344,13.682001113891602,17.43000030517578,77.61800384521484,61.220001220703125,63.84800338745117,54.87400436401367,56.974002838134766,45.78000259399414,51.51400375366211,38.814002990722656,35.78000259399414,22.64000129699707,77.61800384521484,60.8640022277832,46.23800277709961,43.952003479003906,33.880001068115234,32.27799987792969,31.644001007080078,30.130001068115234,24.764001846313477,23.37200164794922,77.61800384521484,68.19800567626953,62.544002532958984,56.47200393676758,47.410003662109375,42.87800216674805,32.7140007019043,30.198001861572266,13.446001052856445,14.012001037597656,77.61800384521484,63.56200408935547,55.21600341796875,53.40800094604492,35.730003356933594,35.672000885009766,14.396000862121582,17.284000396728516,2.118000030517578,4.6080002784729,55.650001525878906,40.694000244140625,16.895999908447266,11.996000289916992,8.0600004196167,77.61800384521484,52.85000228881836,44.02800369262695,42.432003021240234,33.400001525878906,33.45800018310547,11.666000366210938,15.544000625610352,1.8960001468658447,4.728000164031982,77.61800384521484,66.55599975585938,65.44000244140625,63.570003509521484,63.04600143432617,61.314002990722656,55.45600128173828,54.07400131225586,44.21200180053711,44.10600280761719,70.16600036621094,65.46600341796875,60.80600357055664,55.85000228881836,45.08400344848633,40.34400177001953,27.798002243041992,24.268001556396484,19.446001052856445,16.54400062561035,77.61800384521484,67.27799987792969,66.59200286865234,65.5300064086914,50.182003021240234,57.90200424194336,39.99800109863281,47.67400360107422,36.07600021362305,40.59800338745117,77.61800384521484,66.41800689697266,68.10800170898438,63.060001373291016,74.69600677490234,71.00200653076172,64.86000061035156,60.65400314331055,51.506004333496094,48.08000183105469,77.61800384521484,62.05800247192383,51.160003662109375,49.64600372314453,33.13600158691406,32.83400344848633,9.656000137329102,13.018000602722168,2.7740001678466797,5.548000335693359,53.05800247192383,54.40800094604492,38.63199996948242,32.604000091552734,40.570003509521484,35.272003173828125,28.35000228881836,23.906002044677734,21.66200065612793,17.5,77.61800384521484,72.16000366210938,64.81800079345703,61.78600311279297,59.040000915527344,50.178001403808594,37.34600067138672,41.73600387573242,29.248001098632812,29.676000595092773,77.61800384521484,63.63600158691406,59.44000244140625,57.89800262451172,38.63199996948242,37.444000244140625,26.0260009765625,26.328001022338867,13.820000648498535,15.404000282287598,77.61800384521484,54.75400161743164,48.09800338745117,44.93600082397461,41.61000061035156,37.55000305175781,34.46000289916992,31.418001174926758,29.91200065612793,25.238000869750977,37.73666763305664,25.469160079956055,71.5058611361587,53.9224526600541,66.18000030517578,65.83000183105469,85.5999984741211,74.5,74.58000183105469,79.25,79.33000183105469,37.35551474559793,54.7599983215332,12.779999732971191,13.639999389648438,8.880000114440918,21.384000778198242,77.61800384521484,92.73999786376953,92.9000015258789,81.00800323486328,98.72916666666667,98.7012987012987,92.14400482177734,59.40886699507389,44.08866995073892
resnet50_augmix,66.59600067138672,3.7733333110809326,77.052001953125,73.59600067138672,75.49400329589844,71.94000244140625,73.06400299072266,69.12600708007812,69.35600280761719,64.69800567626953,63.21600341796875,57.596004486083984,74.99000549316406,68.74800109863281,73.40800476074219,65.16200256347656,70.21800231933594,58.096004486083984,61.198001861572266,38.20600128173828,43.59800338745117,12.996000289916992,72.10400390625,63.12000274658203,67.34000396728516,58.49200439453125,58.05400085449219,46.540000915527344,46.35600280761719,33.22200012207031,33.35200119018555,21.34200096130371,72.64000701904297,69.28600311279297,51.21600341796875,47.402000427246094,62.204002380371094,60.23200225830078,48.46000289916992,49.05000305175781,21.464000701904297,25.488000869750977,69.45000457763672,61.84400177001953,65.66000366210938,55.900001525878906,59.53200149536133,46.750003814697266,54.48600387573242,40.0620002746582,39.43800354003906,22.89000129699707,65.53800201416016,62.47600173950195,50.018001556396484,47.16200256347656,38.21200180053711,35.922000885009766,36.19000244140625,34.104000091552734,29.330001831054688,27.248001098632812,75.74800109863281,69.6300048828125,69.21400451660156,60.75200271606445,60.810001373291016,50.1660041809082,50.50800323486328,38.07400131225586,29.50400161743164,17.522001266479492,68.79400634765625,66.35000610351562,61.336002349853516,58.63200378417969,46.68000411987305,45.53000259399414,24.498001098632812,28.772001266479492,5.464000225067139,10.200000762939453,59.698001861572266,47.7660026550293,24.84600067138672,19.536001205444336,13.556000709533691,65.37000274658203,60.05600357055664,55.33000183105469,51.63600158691406,46.204002380371094,44.45600128173828,22.862001419067383,27.024002075195312,6.01800012588501,10.682000160217285,68.0580062866211,66.1760025024414,65.16400146484375,63.30800247192383,63.044002532958984,61.086002349853516,56.64600372314453,55.066001892089844,48.040000915527344,46.7760009765625,75.60400390625,69.66800689697266,73.07200622558594,64.88800048828125,66.08200073242188,53.78200149536133,51.340003967285156,36.1400032043457,38.704002380371094,24.48400115966797,68.32400512695312,68.84600067138672,68.6820068359375,66.94400024414062,54.2920036315918,59.74800109863281,41.0880012512207,49.03200149536133,33.07400131225586,41.73800277709961,70.92000579833984,66.85600280761719,66.63999938964844,61.676002502441406,74.42400360107422,71.03600311279297,65.01800537109375,59.93800354003906,55.64200210571289,47.89200210571289,68.10000610351562,65.5780029296875,59.448001861572266,56.82400131225586,46.50200271606445,45.176002502441406,23.554000854492188,26.224000930786133,11.930000305175781,15.062000274658203,58.75800323486328,59.03200149536133,45.64800262451172,39.54600143432617,45.7920036315918,41.00800323486328,32.17399978637695,28.23600196838379,24.59200096130371,21.66400146484375,74.94800567626953,72.81999969482422,66.94400024414062,62.73800277709961,63.276004791259766,52.87000274658203,47.268001556396484,45.13200378417969,37.61000061035156,32.836002349853516,70.14400482177734,67.51600646972656,66.25,63.660003662109375,52.10000228881836,49.7760009765625,42.65800094604492,41.34600067138672,30.840002059936523,30.798002243041992,63.73400115966797,60.936004638671875,56.2760009765625,53.77400207519531,55.41400146484375,48.97800064086914,47.284000396728516,41.49400329589844,45.05000305175781,33.41600036621094,41.040000915527344,28.479633331298828,70.8746618575293,57.61947700631199,65.29999542236328,65.11000061035156,86.15999603271484,74.56999969482422,74.62999725341797,79.70999908447266,79.97999572753906,36.36707356595009,64.33999633789062,14.059999465942383,18.639999389648438,7.0,26.47800064086914,77.53800201416016,92.57999420166016,92.86000061035156,80.04800415039062,98.86805555555556,98.9004329004329,92.08000183105469,58.22660098522168,46.354679802955665
resnet50_mixup,67.60600280761719,6.546666622161865,76.91400146484375,73.16800689697266,75.97200012207031,72.20600128173828,74.11000061035156,70.24800109863281,71.18600463867188,67.13600158691406,66.41600036621094,62.186004638671875,75.99800109863281,69.16400146484375,74.46000671386719,65.98200225830078,70.69400024414062,58.35200119018555,57.78600311279297,34.7400016784668,36.9900016784668,11.826000213623047,65.98600006103516,59.99400329589844,58.64800262451172,52.820003509521484,43.71600341796875,37.5420036315918,30.4580020904541,25.2760009765625,19.744001388549805,16.154001235961914,71.76800537109375,68.07200622558594,50.35000228881836,46.70000076293945,54.570003509521484,53.682003021240234,38.71000289916992,40.25600051879883,14.284000396728516,16.534000396728516,73.94000244140625,67.0,71.92400360107422,63.54000473022461,68.12800598144531,57.23600387573242,63.75800323486328,51.81200408935547,50.96600341796875,35.794002532958984,66.60200500488281,62.69200134277344,51.05000305175781,47.87800216674805,39.64400100708008,37.16400146484375,37.07200241088867,35.18600082397461,30.476001739501953,28.676000595092773,73.94200134277344,67.8479995727539,63.51400375366211,55.922000885009766,50.178001403808594,41.41800308227539,36.84400177001953,28.420001983642578,16.716001510620117,12.958000183105469,68.17400360107422,64.36400604248047,60.80400466918945,56.17400360107422,46.8900032043457,41.71800231933594,28.1200008392334,25.50200080871582,8.832000732421875,9.82800006866455,54.92000198364258,40.6400032043457,17.408000946044922,12.79800033569336,9.266000747680664,57.30400085449219,53.37200164794922,51.53000259399414,45.124000549316406,43.80800247192383,38.45600128173828,24.98600196838379,22.75200080871582,8.15000057220459,9.62600040435791,68.25,66.0780029296875,64.86800384521484,63.23800277709961,62.480003356933594,60.346004486083984,54.20600128173828,51.84400177001953,42.810001373291016,40.44000244140625,70.91400146484375,65.89200592041016,62.54000473022461,56.650001525878906,48.25200271606445,40.91800308227539,31.46200180053711,25.37200164794922,22.326000213623047,17.306001663208008,65.97000122070312,65.86600494384766,64.50200653076172,62.970001220703125,52.18400192260742,56.900001525878906,36.6140022277832,45.36600112915039,28.468000411987305,33.89200210571289,75.55000305175781,70.56000518798828,70.36600494384766,65.17000579833984,76.0060043334961,72.41000366210938,69.66000366210938,65.65399932861328,58.42400360107422,54.95000076293945,66.2280044555664,62.178001403808594,56.48400115966797,51.422000885009766,42.676002502441406,37.58400344848633,20.702001571655273,18.668001174926758,9.062000274658203,9.788000106811523,59.69000244140625,58.60000228881836,47.87800216674805,40.246002197265625,48.80600357055664,41.7400016784668,36.652000427246094,30.1460018157959,31.798002243041992,24.992000579833984,74.87600708007812,72.28600311279297,67.68600463867188,63.224002838134766,63.470001220703125,53.342002868652344,43.750003814697266,43.90400314331055,33.395999908447266,30.66400146484375,66.45600128173828,62.698001861572266,60.43400192260742,56.9160041809082,42.592002868652344,38.46600341796875,31.518001556396484,28.36800193786621,19.654001235961914,18.338001251220703,77.47200012207031,55.87200164794922,49.69200134277344,47.00400161743164,43.37000274658203,39.91400146484375,35.92400360107422,33.57600021362305,31.022001266479492,26.910001754760742,39.55666732788086,26.909549713134766,70.96483318304779,52.750225428313804,65.20999908447266,65.0199966430664,85.68000030517578,74.36000061035156,74.5,79.52999877929688,79.63999938964844,37.134060710813436,49.32400131225586,13.4399995803833,17.268001556396484,7.758000373840332,25.202001571655273,77.47200012207031,92.8499984741211,92.87999725341797,80.22400665283203,98.79166666666667,98.7878787878788,91.92000579833984,59.26108374384237,45.320197044334975
fbresnet152,69.10200500488281,4.693333625793457,77.38600158691406,73.78800201416016,76.2280044555664,72.70800018310547,74.54000091552734,71.02000427246094,72.06600189208984,67.94800567626953,68.19400024414062,63.400001525878906,77.38600158691406,70.66800689697266,74.23200225830078,68.03800201416016,70.62200164794922,61.57600402832031,58.156002044677734,39.922000885009766,35.60200119018555,14.570000648498535,64.3479995727539,60.458003997802734,56.40800094604492,53.46800231933594,42.32200241088867,39.5780029296875,29.97800064086914,28.39000129699707,19.882001876831055,19.402000427246094,70.09600067138672,68.2760009765625,47.522003173828125,45.87600326538086,59.040000915527344,56.62600326538086,43.910003662109375,43.66600036621094,17.826000213623047,19.046001434326172,77.38600158691406,66.0979995727539,68.4800033569336,61.3280029296875,61.93000411987305,52.90400314331055,55.910003662109375,45.290000915527344,41.62600326538086,28.93800163269043,77.38600158691406,62.682003021240234,50.21200180053711,47.61600112915039,38.996002197265625,36.70600128173828,36.66800308227539,34.66600036621094,29.96200180053711,28.336000442504883,77.38600158691406,68.29400634765625,61.81200408935547,56.362003326416016,46.5160026550293,41.69200134277344,31.20600128173828,29.426000595092773,11.960000991821289,15.012001037597656,77.38600158691406,65.53600311279297,62.75400161743164,58.3900032043457,51.28400421142578,46.316001892089844,36.15800094604492,31.46200180053711,18.588001251220703,15.372000694274902,57.9900016784668,43.62000274658203,19.260000228881836,13.302000999450684,8.518000602722168,77.38600158691406,58.0680046081543,54.98200225830078,50.57200241088867,48.62000274658203,44.10200119018555,33.52000045776367,29.496002197265625,18.82200050354004,16.22599983215332,77.38600158691406,68.12200164794922,67.72200012207031,65.49400329589844,65.46400451660156,63.46600341796875,57.474002838134766,55.71200180053711,44.358001708984375,44.23600387573242,70.70600128173828,66.93400573730469,62.10200119018555,56.98400115966797,45.39200210571289,40.47200012207031,27.268001556396484,23.93800163269043,18.36600112915039,16.248001098632812,77.38600158691406,69.07400512695312,69.43400573730469,67.51800537109375,52.7660026550293,58.64200210571289,38.566001892089844,45.22800064086914,32.73400115966797,36.93800354003906,77.38600158691406,71.41200256347656,70.98800659179688,66.26000213623047,76.156005859375,72.57200622558594,70.24400329589844,65.85600280761719,60.79600143432617,55.730003356933594,77.38600158691406,64.29199981689453,60.68400192260742,55.71600341796875,49.89800262451172,44.458003997802734,32.07600021362305,26.864002227783203,20.386001586914062,16.4320011138916,58.69600296020508,59.03400421142578,47.14800262451172,39.17400360107422,47.88800048828125,42.230003356933594,36.21600341796875,30.464000701904297,32.540000915527344,25.48600196838379,77.38600158691406,72.60000610351562,67.60400390625,63.87200164794922,63.458003997802734,54.46600341796875,43.76400375366211,44.79600143432617,35.592002868652344,33.56999969482422,77.38600158691406,65.36199951171875,64.51600646972656,60.87000274658203,49.790000915527344,46.1400032043457,40.25600051879883,36.84800338745117,29.430002212524414,26.042001724243164,77.38600158691406,54.68400192260742,46.66400146484375,44.368003845214844,40.44600296020508,36.82400131225586,32.71800231933594,29.966001510620117,28.63800048828125,23.9580020904541,41.12333297729492,28.931596755981445,71.5058611361587,54.46348061316502,65.81999969482422,65.47999572753906,85.1199951171875,74.80999755859375,74.81999969482422,79.93999481201172,80.08999633789062,36.3454682942638,60.02000045776367,11.220000267028809,14.574000358581543,7.799999713897705,27.244001388549805,77.38600158691406,92.5,92.80999755859375,80.4800033569336,98.75694444444446,98.8138528138528,91.88800811767578,61.083743842364534,45.86206896551724
resnet101,67.37200164794922,4.720000267028809,76.55400085449219,73.22600555419922,75.02400207519531,71.7760009765625,72.37800598144531,68.94600677490234,68.46800231933594,64.48800659179688,63.12800216674805,58.172000885009766,71.12200164794922,64.8280029296875,66.98800659179688,58.80600357055664,58.73200225830078,47.30400085449219,37.91400146484375,21.84800148010254,15.072000503540039,5.214000225067139,65.91600036621094,60.99200439453125,58.56200408935547,54.53600311279297,44.30600357055664,39.858001708984375,31.66400146484375,27.514001846313477,21.538000106811523,18.262001037597656,70.76000213623047,68.28800201416016,49.1660041809082,46.958003997802734,59.224002838134766,58.18800354003906,44.150001525878906,45.70600128173828,17.976001739501953,21.196001052856445,68.24600219726562,61.346004486083984,64.04800415039062,55.720001220703125,57.0780029296875,47.1140022277832,51.71600341796875,40.814002990722656,37.60000228881836,25.384000778198242,63.74400329589844,61.3280029296875,46.92400360107422,45.24400329589844,34.730003356933594,33.624000549316406,32.470001220703125,31.55000114440918,25.554000854492188,24.922000885009766,73.6300048828125,68.69400024414062,63.83400344848633,57.7760009765625,50.880001068115234,44.66600036621094,38.04600143432617,32.08000183105469,19.918001174926758,15.522000312805176,65.79600524902344,64.13999938964844,56.176002502441406,54.28200149536133,39.35200119018555,38.302001953125,19.310001373291016,21.104000091552734,4.210000038146973,7.100000381469727,58.21400451660156,46.08400344848633,21.850000381469727,16.084001541137695,11.2760009765625,54.50800323486328,51.69200134277344,46.03000259399414,42.58000183105469,36.272003173828125,34.85000228881836,15.872000694274902,18.73200035095215,4.134000301361084,7.136000156402588,68.69800567626953,66.87800598144531,65.60000610351562,63.7400016784668,63.21800231933594,61.40200424194336,54.6660041809082,52.77000427246094,41.95800018310547,39.41600036621094,70.69400024414062,66.20000457763672,62.71200180053711,56.980003356933594,48.422000885009766,41.00400161743164,31.68600082397461,24.582000732421875,21.972000122070312,16.31599998474121,63.566001892089844,66.27799987792969,69.31000518798828,65.26399993896484,49.246002197265625,55.454002380371094,36.762001037597656,42.30400085449219,33.91400146484375,34.45800018310547,71.7020034790039,66.72400665283203,67.82200622558594,63.12000274658203,74.49600219726562,70.78600311279297,64.88600158691406,60.87200164794922,52.708003997802734,48.94600296020508,64.29199981689453,62.55600357055664,52.9160041809082,50.874000549316406,37.09400177001953,35.68000030517578,14.058000564575195,16.4060001373291,5.014000415802002,8.156000137329102,54.39400100708008,55.93800354003906,40.11600112915039,35.21600341796875,41.16600036621094,37.71200180053711,28.738000869750977,26.248001098632812,22.796001434326172,19.946001052856445,73.72400665283203,71.5780029296875,64.59400177001953,60.62600326538086,61.272003173828125,49.564002990722656,40.23400115966797,41.902000427246094,31.178001403808594,29.650001525878906,65.69800567626953,64.13600158691406,59.814002990722656,58.37200164794922,40.83400344848633,39.26400375366211,29.256000518798828,28.66600227355957,16.944000244140625,18.302000045776367,77.3740005493164,55.77800369262695,48.37600326538086,46.54800033569336,42.3280029296875,38.922000885009766,35.022003173828125,32.194000244140625,31.018001556396484,25.874000549316406,39.30666732788086,26.968502044677734,71.5058611361587,53.74211000901713,65.68000030517578,65.44999694824219,85.04000091552734,74.18000030517578,74.48999786376953,78.75,79.04000091552734,38.3763638327752,57.84000015258789,10.119999885559082,11.880000114440918,7.550000190734863,25.020000457763672,77.3740005493164,92.79999542236328,92.87999725341797,80.28800201416016,98.70833333333333,98.89177489177489,91.74400329589844,60.78817733990147,45.17241379310345
inceptionv3,70.48800659179688,9.15999984741211,77.12600708007812,72.86200714111328,76.33200073242188,71.99800109863281,74.95000457763672,70.37600708007812,72.60600280761719,67.0780029296875,68.83800506591797,61.480003356933594,75.17000579833984,67.74000549316406,73.23600006103516,63.37200164794922,68.13400268554688,52.77400207519531,44.73200225830078,20.740001678466797,11.320000648498535,3.126000165939331,67.01200103759766,55.39400100708008,60.07400131225586,46.51000213623047,45.74400329589844,29.53400230407715,32.28200149536133,18.34600067138672,21.040000915527344,11.122000694274902,74.09000396728516,66.99600219726562,57.172000885009766,43.88200378417969,65.10600280761719,55.51400375366211,52.01400375366211,41.61600112915039,23.602001190185547,15.94800090789795,73.51000213623047,62.19400405883789,71.40800476074219,56.220001220703125,67.09400177001953,46.36000061035156,63.746002197265625,40.08000183105469,53.50800323486328,24.332000732421875,66.85600280761719,62.18400192260742,51.41400146484375,47.08400344848633,40.96000289916992,35.83000183105469,37.98200225830078,33.592002868652344,31.512001037597656,27.38800048828125,75.24000549316406,65.90399932861328,65.00800323486328,49.98400115966797,50.906002044677734,32.954002380371094,36.65400314331055,20.486000061035156,17.512001037597656,8.314000129699707,72.12200164794922,65.9520034790039,68.15800476074219,59.066001892089844,60.08200454711914,47.28200149536133,46.768001556396484,32.28000259399414,27.96000099182129,15.988000869750977,55.7920036315918,40.66400146484375,14.782000541687012,9.84000015258789,6.076000213623047,66.5979995727539,54.952003479003906,62.410003662109375,48.06800079345703,57.3280029296875,41.57200241088867,43.73600387573242,28.062002182006836,26.500001907348633,14.836000442504883,72.55599975585938,66.39400482177734,71.08200073242188,63.53000259399414,69.6300048828125,61.380001068115234,65.40399932861328,55.224002838134766,59.0420036315918,47.03600311279297,72.33200073242188,63.50400161743164,65.76200103759766,52.14200210571289,51.28200149536133,33.810001373291016,33.00200271606445,17.59600067138672,22.988000869750977,11.230000495910645,73.66000366210938,68.74400329589844,72.44800567626953,66.96000671386719,68.57600402832031,61.61000442504883,62.0680046081543,53.18800354003906,56.77800369262695,45.94200134277344,76.38600158691406,70.7800064086914,72.34600067138672,66.43800354003906,76.67200469970703,72.02200317382812,72.19600677490234,65.69000244140625,65.68800354003906,56.85400390625,71.406005859375,64.4260025024414,65.67200469970703,55.68400192260742,57.500003814697266,44.0620002746582,41.152000427246094,26.91400146484375,29.25200080871582,16.600000381469727,56.58400344848633,55.858001708984375,45.836002349853516,36.314002990722656,43.67400360107422,37.87000274658203,31.29400062561035,26.59800148010254,31.07600212097168,21.850000381469727,74.29400634765625,71.36200714111328,66.1780014038086,61.39800262451172,61.53000259399414,51.798004150390625,44.91800308227539,42.772003173828125,36.44200134277344,30.86800193786621,71.38600158691406,64.87800598144531,68.14000701904297,60.50400161743164,56.702003479003906,45.32200241088867,48.94600296020508,36.69200134277344,39.82200241088867,27.37200164794922,77.32000732421875,50.426002502441406,41.66800308227539,39.13800048828125,35.428001403808594,31.248001098632812,27.88800048828125,24.77800178527832,22.4320011138916,19.042001724243164,39.413333892822266,28.039459228515625,71.14517583408477,53.9224526600541,65.72999572753906,65.66999816894531,84.95999908447266,74.41999816894531,74.5,79.40999603271484,79.58999633789062,38.44658096575564,59.39999771118164,14.380000114440918,21.20800018310547,7.880000591278076,26.89000129699707,77.32000732421875,92.69999694824219,92.69999694824219,79.52000427246094,98.875,98.82251082251082,91.64800262451172,59.55665024630542,43.79310344827586
densenet161,67.99200439453125,4.200000286102295,76.89000701904297,73.60800170898438,76.10800170898438,72.64400482177734,74.46200561523438,71.01000213623047,72.17400360107422,68.10600280761719,68.38200378417969,63.6300048828125,75.98600006103516,70.29199981689453,74.88800048828125,67.55000305175781,71.89800262451172,61.10400390625,61.0420036315918,38.37800216674805,38.20000076293945,12.7160005569458,63.66400146484375,59.868003845214844,56.29600143432617,53.24400329589844,42.5880012512207,39.7400016784668,30.538002014160156,28.444002151489258,20.628000259399414,19.142000198364258,69.9260025024414,68.10400390625,49.4640007019043,46.99800109863281,58.0880012512207,57.09400177001953,43.60000228881836,44.8640022277832,15.87800121307373,20.038000106811523,73.04000091552734,66.78600311279297,70.52200317382812,62.570003509521484,64.84200286865234,54.678001403808594,58.470001220703125,46.95600128173828,43.50400161743164,29.66600227355957,66.7540054321289,62.98400115966797,52.67000198364258,49.13600158691406,41.81800079345703,38.96800231933594,39.79600143432617,37.17000198364258,32.91200256347656,30.920001983642578,72.38600158691406,67.94800567626953,61.204002380371094,56.1140022277832,45.422000885009766,42.43600082397461,29.95400047302246,30.886001586914062,12.746000289916992,16.384000778198242,68.48200225830078,65.22200012207031,61.20600128173828,56.99400329589844,48.37000274658203,44.42400360107422,32.51000213623047,29.804000854492188,15.624000549316406,15.118000984191895,58.18400192260742,44.38200378417969,20.838001251220703,14.962000846862793,9.534000396728516,57.702003479003906,53.80600357055664,53.33400344848633,47.0780029296875,46.68400192260742,41.320003509521484,30.60000228881836,28.20600128173828,16.082000732421875,15.49000072479248,68.8740005493164,67.4000015258789,65.6240005493164,64.5060043334961,62.82400131225586,62.294002532958984,52.980003356933594,53.88600158691406,38.902000427246094,41.37200164794922,70.61400604248047,65.96000671386719,62.52400207519531,56.406002044677734,47.28000259399414,40.19200134277344,28.1460018157959,23.172000885009766,18.09200096130371,14.86600112915039,66.72600555419922,68.60200500488281,68.3800048828125,66.62000274658203,52.88600158691406,58.720001220703125,38.99800109863281,44.8640022277832,32.11600112915039,33.83400344848633,75.67000579833984,70.74200439453125,71.4280014038086,65.72600555419922,75.82000732421875,72.51200103759766,69.92000579833984,65.86600494384766,60.496002197265625,56.21000289916992,67.8740005493164,64.33000183105469,59.340003967285156,55.224002838134766,47.16200256347656,43.134002685546875,27.91600227355957,25.856000900268555,16.812000274658203,16.22599983215332,59.05800247192383,58.052001953125,48.928001403808594,40.01400375366211,49.52400207519531,42.720001220703125,38.522003173828125,31.21200180053711,33.50400161743164,26.178001403808594,74.36000061035156,72.12800598144531,66.33399963378906,62.80800247192383,61.96600341796875,53.858001708984375,45.49800109863281,47.410003662109375,36.790000915527344,35.922000885009766,69.20600128173828,66.06600189208984,64.94000244140625,61.704002380371094,49.68800354003906,47.01400375366211,39.85000228881836,37.96600341796875,28.580001831054688,27.452001571655273,77.13800048828125,55.05000305175781,47.19400405883789,45.21000289916992,40.73200225830078,37.320003509521484,32.59000015258789,30.404001235961914,28.452001571655273,24.130001068115234,40.176666259765625,28.56806182861328,71.41568981064022,55.09467989179441,65.29999542236328,65.29000091552734,85.75999450683594,74.31999969482422,74.54999542236328,79.33999633789062,79.54000091552734,36.96121853732311,56.57999801635742,11.219999313354492,12.65999984741211,8.4399995803833,26.27800178527832,77.13800048828125,92.30999755859375,92.69999694824219,80.56000518798828,98.61805555555556,98.7012987012987,91.64800262451172,60.24630541871922,46.40394088669951
efficientnet-b0-advprop-autoaug,69.69200134277344,5.306666851043701,76.74600219726562,73.5780029296875,76.05400085449219,72.46000671386719,74.61400604248047,70.68400573730469,72.11800384521484,67.48600006103516,68.4000015258789,62.75800323486328,72.92200469970703,68.15800476074219,69.08800506591797,63.144004821777344,59.84400177001953,51.18800354003906,32.50200271606445,20.674001693725586,7.944000244140625,3.750000238418579,61.66400146484375,58.39400100708008,53.230003356933594,50.89600372314453,38.284000396728516,36.608001708984375,25.57600212097168,24.626001358032227,16.678001403808594,16.236000061035156,69.81200408935547,68.29199981689453,47.900001525878906,46.0780029296875,63.932003021240234,60.728004455566406,48.37600326538086,46.720001220703125,17.12200164794922,18.02800178527832,68.14000701904297,62.926002502441406,63.55800247192383,57.48200225830078,56.000003814697266,48.698001861572266,50.91800308227539,41.98400115966797,35.358001708984375,25.312000274658203,66.67000579833984,62.69000244140625,50.36600112915039,46.50600051879883,38.32600021362305,34.46600341796875,35.75,32.332000732421875,28.926000595092773,25.57600212097168,71.48600006103516,67.12200164794922,58.290000915527344,53.678001403808594,44.34600067138672,39.8640022277832,31.774002075195312,27.636001586914062,15.554000854492188,13.256000518798828,71.83800506591797,67.33000183105469,67.2540054321289,61.08000183105469,57.51400375366211,49.67000198364258,41.902000427246094,33.772003173828125,20.93600082397461,14.90000057220459,61.73400115966797,50.46600341796875,23.244001388549805,16.126001358032227,10.290000915527344,69.42400360107422,62.108001708984375,63.14800262451172,54.28600311279297,56.94600296020508,47.220001220703125,40.68400192260742,30.580001831054688,22.75800132751465,14.594000816345215,70.56999969482422,68.59000396728516,68.35400390625,66.47600555419922,66.65400695800781,64.64400482177734,60.380001068115234,58.868003845214844,50.80000305175781,50.18400192260742,70.2040023803711,66.84000396728516,61.71200180053711,57.69600296020508,44.66600036621094,40.762001037597656,26.292001724243164,23.944000244140625,17.3700008392334,15.962000846862793,70.41200256347656,70.4000015258789,71.03600311279297,68.9520034790039,59.018001556396484,58.87600326538086,45.59800338745117,45.25800323486328,39.75400161743164,37.794002532958984,76.11200714111328,72.38600158691406,75.5260009765625,71.6760025024414,75.92400360107422,72.79400634765625,71.55599975585938,67.4540023803711,65.93600463867188,60.17200469970703,71.31999969482422,66.46000671386719,65.59200286865234,59.10000228881836,56.35000228881836,48.880001068115234,38.43400192260742,30.196001052856445,26.62200164794922,18.314001083374023,59.096004486083984,58.346004486083984,47.68400192260742,37.784000396728516,47.26400375366211,39.52000045776367,35.8280029296875,28.398000717163086,30.184001922607422,21.988000869750977,74.71200561523438,72.22400665283203,68.4320068359375,63.69400405883789,65.13999938964844,54.78000259399414,52.93800354003906,47.67000198364258,44.19600296020508,34.85600280761719,72.33600616455078,67.63600158691406,69.67400360107422,64.50200653076172,59.59400177001953,53.18800354003906,51.93400192260742,45.08000183105469,42.47200012207031,35.150001525878906,52.95000076293945,53.93000411987305,43.99400329589844,44.51000213623047,37.82200241088867,37.052001953125,30.518001556396484,30.52800178527832,26.166000366210938,23.86800193786621,40.35000228881836,28.349939346313477,70.96483318304779,56.17673579801623,65.48999786376953,65.30999755859375,84.79999542236328,73.87999725341797,74.05999755859375,79.08999633789062,79.1500015258789,33.78524359943826,75.25999450683594,41.55999755859375,50.959999084472656,9.479999542236328,29.43800163269043,77.0840072631836,92.19999694824219,92.61000061035156,79.88800048828125,98.72222222222223,98.67532467532467,91.44000244140625,60.3448275862069,48.128078817733986
resnet50_cutout,66.87200164794922,4.386666774749756,76.49200439453125,72.17400360107422,75.40800476074219,70.84600067138672,73.56400299072266,68.79400634765625,70.31400299072266,65.40800476074219,65.16800689697266,60.21200180053711,75.06400299072266,67.93400573730469,73.38400268554688,64.4020004272461,69.52799987792969,56.12200164794922,55.71600341796875,30.048002243041992,31.806001663208008,8.013999938964844,63.022003173828125,58.12400436401367,54.596004486083984,51.31800079345703,39.242000579833984,36.022003173828125,26.556001663208008,24.494001388549805,17.84000015258789,16.04199981689453,69.95800018310547,66.50800323486328,48.62800216674805,44.730003356933594,51.13200378417969,51.53600311279297,32.21800231933594,37.480003356933594,8.556000709533691,12.828001022338867,71.88200378417969,63.05800247192383,68.73200225830078,57.5420036315918,62.522003173828125,48.380001068115234,56.07400131225586,41.13800048828125,39.788002014160156,25.134000778198242,62.724002838134766,58.85400390625,44.37600326538086,42.16200256347656,31.96000099182129,30.880001068115234,29.66400146484375,28.9320011138916,22.73000144958496,22.450000762939453,72.30599975585938,66.35800170898438,59.3280029296875,54.25400161743164,44.112003326416016,40.22600173950195,29.57600212097168,27.418001174926758,12.60400104522705,12.244000434875488,63.698001861572266,61.40800476074219,53.268001556396484,52.23600387573242,36.65400314331055,37.634002685546875,18.64000129699707,22.1820011138916,5.386000156402588,8.922000885009766,52.884002685546875,38.362003326416016,15.43600082397461,10.968000411987305,7.682000160217285,47.69000244140625,44.61600112915039,42.05400085449219,37.874000549316406,34.02400207519531,32.768001556396484,16.786001205444336,19.828001022338867,5.3580002784729,8.826000213623047,65.46200561523438,64.02000427246094,61.46200180053711,60.62400436401367,58.55400466918945,58.03000259399414,48.656002044677734,49.33400344848633,35.145999908447266,37.57600021362305,67.96800231933594,63.69400405883789,56.74200439453125,53.15800094604492,38.73400115966797,35.99400329589844,21.628000259399414,19.84200096130371,13.462000846862793,12.792000770568848,59.10000228881836,64.60600280761719,58.94000244140625,61.85000228881836,35.25,49.55600357055664,18.742000579833984,32.05400085449219,13.052000999450684,24.034000396728516,75.09800720214844,68.91600036621094,69.80000305175781,63.294002532958984,75.53600311279297,71.23600006103516,67.56400299072266,63.42200469970703,53.7920036315918,50.63200378417969,62.08400344848633,59.26400375366211,50.320003509521484,48.4640007019043,35.62800216674805,35.15800094604492,15.340001106262207,18.00400161743164,6.5400004386901855,9.85200023651123,52.13600158691406,53.6140022277832,39.3280029296875,32.39400100708008,41.60200119018555,35.27000045776367,29.022001266479492,24.218000411987305,22.46200180053711,18.966001510620117,72.80000305175781,70.656005859375,60.88200378417969,59.00200271606445,54.54600143432617,47.20600128173828,32.38800048828125,36.86600112915039,24.00200080871582,24.542001724243164,62.702003479003906,60.41200256347656,56.38600158691406,54.37000274658203,38.544002532958984,36.75400161743164,28.398000717163086,27.590002059936523,17.536001205444336,18.268001556396484,77.06800079345703,51.81800079345703,43.1400032043457,42.05400085449219,36.2400016784668,34.70000076293945,29.110000610351562,28.496002197265625,24.608001708984375,22.464000701904297,34.926666259765625,23.906936645507812,69.25157799819658,51.93868349864743,64.18999481201172,64.43000030517578,84.63999938964844,73.06999969482422,73.26000213623047,78.1199951171875,78.48999786376953,35.91876417845955,49.32400131225586,10.579999923706055,10.984000205993652,8.326000213623047,20.314001083374023,77.06800079345703,92.27999877929688,92.22999572753906,78.94400024414062,98.75,98.86580086580086,91.3280029296875,59.40886699507389,42.610837438423644
FixResNet50_no_adaptation,67.06600189208984,4.386666774749756,76.6760025024414,72.802001953125,75.5580062866211,71.54400634765625,73.74000549316406,69.34000396728516,70.70600128173828,65.76000213623047,65.97200012207031,60.11000442504883,74.69800567626953,68.2540054321289,72.59000396728516,64.30400085449219,67.38400268554688,54.78600311279297,50.20600128173828,28.57200050354004,24.014001846313477,7.516000270843506,62.37600326538086,59.28200149536133,53.92400360107422,51.82200241088867,38.448001861572266,37.16200256347656,25.884000778198242,25.040000915527344,16.144001007080078,15.828001022338867,69.78600311279297,67.2300033569336,46.55800247192383,45.18600082397461,51.400001525878906,53.134002685546875,34.124000549316406,39.64400100708008,10.052000045776367,14.838000297546387,71.66600036621094,64.23200225830078,68.33200073242188,58.880001068115234,62.85200119018555,50.57400131225586,58.02800369262695,44.01400375366211,42.564002990722656,27.940000534057617,64.05000305175781,61.506004333496094,46.89600372314453,44.91400146484375,34.612003326416016,33.36000061035156,32.060001373291016,30.994001388549805,25.494001388549805,24.472002029418945,72.07200622558594,67.51200103759766,59.80400466918945,55.46400451660156,44.07400131225586,40.720001220703125,29.96000099182129,27.838001251220703,12.116000175476074,12.142000198364258,64.0320053100586,62.958003997802734,52.910003662109375,52.948001861572266,35.604000091552734,37.18400192260742,17.18600082397461,21.362001419067383,4.560000419616699,8.28600025177002,54.48600387573242,39.720001220703125,16.312000274658203,11.530000686645508,7.478000164031982,51.94600296020508,49.82200241088867,42.68000030517578,41.152000427246094,32.53200149536133,33.75400161743164,14.28600025177002,18.91400146484375,4.508000373840332,8.22800064086914,66.2020034790039,65.30000305175781,62.73200225830078,62.28600311279297,59.978004455566406,59.686004638671875,50.64200210571289,51.75800323486328,37.5620002746582,39.61800003051758,68.20000457763672,64.85600280761719,57.566001892089844,54.37000274658203,40.7400016784668,37.55000305175781,24.314001083374023,21.612001419067383,16.244001388549805,14.188000679016113,57.87400436401367,64.49400329589844,63.30600357055664,62.02400207519531,38.018001556396484,51.68000411987305,25.32200050354004,37.480003356933594,22.336000442504883,28.564001083374023,74.0,69.13200378417969,68.94000244140625,64.34000396728516,75.1300048828125,71.59200286865234,67.91800689697266,63.810001373291016,55.910003662109375,52.43400192260742,62.67400360107422,61.6660041809082,50.000003814697266,49.708003997802734,34.7400016784668,35.044002532958984,14.260000228881836,17.426000595092773,5.904000282287598,9.35200023651123,54.44200134277344,55.6400032043457,42.884002685546875,35.95600128173828,45.07600402832031,38.474002838134766,34.65999984741211,28.410001754760742,28.96200180053711,21.644001007080078,73.39000701904297,71.49600219726562,63.01400375366211,60.71200180053711,58.01000213623047,49.53600311279297,34.040000915527344,38.54800033569336,24.782001495361328,25.606000900268555,64.23800659179688,62.93800354003906,57.84400177001953,57.156002044677734,38.49800109863281,38.13199996948242,27.84600067138672,28.160001754760742,17.166000366210938,18.282001495361328,51.59600067138672,52.702003479003906,42.618003845214844,42.70600128173828,36.992000579833984,35.496002197265625,29.68800163269043,29.062002182006836,26.29400062561035,23.404001235961914,39.24333572387695,27.007802963256836,69.43192064923355,52.29936880072137,64.97999572753906,65.02999877929688,84.23999786376953,73.66999816894531,73.77999877929688,78.77999877929688,79.0999984741211,27.832991249864968,52.439998626708984,9.859999656677246,12.019999504089355,8.119999885559082,23.056001663208008,77.04000091552734,92.62999725341797,92.7699966430664,79.56800079345703,98.73611111111111,98.84848484848486,91.8080062866211,58.86699507389162,43.69458128078818
dpn68b,65.38400268554688,6.066666603088379,76.4320068359375,72.69600677490234,74.81600189208984,71.0780029296875,72.11000061035156,68.47600555419922,68.46400451660156,64.16799926757812,62.89800262451172,57.7920036315918,70.83800506591797,64.71400451660156,66.37800598144531,58.80800247192383,57.55000305175781,46.970001220703125,34.28200149536133,21.21000099182129,9.540000915527344,4.36400032043457,63.37400436401367,59.4900016784668,54.35400390625,52.37800216674805,37.91400146484375,37.95600128173828,25.032001495361328,25.674001693725586,15.648000717163086,16.104000091552734,69.94600677490234,67.61000061035156,48.72800064086914,45.630001068115234,64.71800231933594,60.634002685546875,53.68800354003906,50.14600372314453,27.406002044677734,25.518001556396484,66.87000274658203,59.98400115966797,61.92200469970703,53.922000885009766,54.37800216674805,44.284000396728516,49.28600311279297,37.88600158691406,33.996002197265625,21.924001693725586,64.12800598144531,61.51400375366211,48.20600128173828,46.634002685546875,36.37800216674805,36.04199981689453,34.070003509521484,33.992000579833984,27.73400115966797,27.874000549316406,73.38800048828125,67.44600677490234,61.262001037597656,55.40800094604492,44.018001556396484,40.650001525878906,28.974000930786133,28.114002227783203,12.7760009765625,12.744000434875488,65.94200134277344,64.09600067138672,56.118003845214844,54.932003021240234,39.33000183105469,38.64600372314453,19.578001022338867,20.71000099182129,5.758000373840332,6.466000080108643,61.728004455566406,49.974002838134766,23.886001586914062,16.81800079345703,10.868000984191895,46.18600082397461,54.500003814697266,38.88199996948242,42.5620002746582,31.178001403808594,33.294002532958984,15.486001014709473,16.856000900268555,5.478000164031982,6.152000427246094,67.98200225830078,66.59400177001953,64.302001953125,63.55400466918945,61.68400192260742,60.90400314331055,51.310001373291016,51.98400115966797,38.05400085449219,40.34800338745117,70.08399963378906,65.90800476074219,61.750003814697266,56.62600326538086,45.500003814697266,40.678001403808594,27.548002243041992,24.170001983642578,18.27400016784668,16.079999923706055,67.33200073242188,69.70600128173828,65.86199951171875,67.95800018310547,55.78200149536133,63.04000473022461,46.51000213623047,52.582000732421875,47.85600280761719,43.89600372314453,70.59600067138672,65.12000274658203,66.26600646972656,60.77000427246094,74.14600372314453,70.406005859375,64.72000122070312,61.18400192260742,53.22800064086914,50.44200134277344,64.17400360107422,62.82200241088867,51.650001525878906,50.906002044677734,34.84400177001953,35.54199981689453,13.778000831604004,14.972001075744629,6.084000110626221,6.7960004806518555,56.06800079345703,56.000003814697266,42.74800109863281,35.012001037597656,41.53200149536133,37.07600021362305,29.32600212097168,25.124000549316406,24.718000411987305,19.920000076293945,74.56800079345703,71.7760009765625,66.47600555419922,62.40400314331055,62.15400314331055,52.95000076293945,41.332000732421875,43.198001861572266,32.0,29.93800163269043,66.02000427246094,64.51600646972656,59.64400100708008,59.12800216674805,38.35000228881836,39.820003509521484,26.852001190185547,28.930002212524414,16.522001266479492,17.546001434326172,77.03400421142578,55.13200378417969,47.74800109863281,45.51400375366211,40.57400131225586,37.05600357055664,32.895999908447266,30.470001220703125,28.878002166748047,24.194000244140625,38.776668548583984,27.98836898803711,73.66997294860235,54.01262398557258,64.65999603271484,64.76000213623047,84.23999786376953,74.04999542236328,73.80999755859375,79.18000030517578,79.43999481201172,37.45273846818623,45.87999725341797,8.760000228881836,12.230000495910645,7.9160003662109375,21.724000930786133,77.03400421142578,92.55999755859375,92.6500015258789,80.68800354003906,98.74305555555556,98.82251082251082,91.64800262451172,59.70443349753695,45.86206896551724
resnet50_lpf5,65.86400604248047,3.826666831970215,76.24600219726562,72.49800109863281,74.26600646972656,70.64800262451172,71.56800079345703,67.6520004272461,67.60800170898438,63.00800323486328,61.656002044677734,56.3640022277832,71.04000091552734,64.05599975585938,66.6760025024414,57.93000411987305,58.74800109863281,45.8640022277832,38.04600143432617,20.77800178527832,15.324000358581543,5.324000358581543,62.98800277709961,58.262001037597656,55.11000442504883,50.65400314331055,38.902000427246094,34.55000305175781,25.636001586914062,22.216001510620117,15.408000946044922,13.922000885009766,70.66800689697266,67.45600128173828,49.90200424194336,46.66600036621094,50.92400360107422,51.4640007019043,32.310001373291016,37.040000915527344,7.868000507354736,12.550000190734863,68.34000396728516,60.74400329589844,64.47600555419922,54.996002197265625,58.3280029296875,46.544002532958984,52.73800277709961,40.284000396728516,37.12200164794922,24.612001419067383,62.01200485229492,59.2920036315918,44.74800109863281,42.80400085449219,32.928001403808594,31.582000732421875,30.84400177001953,29.714000701904297,24.316001892089844,23.284000396728516,73.35400390625,67.02000427246094,60.82200241088867,54.118003845214844,43.660003662109375,39.124000549316406,28.338001251220703,26.214000701904297,11.540000915527344,11.564000129699707,64.58800506591797,62.43000411987305,54.52800369262695,52.108001708984375,37.07200241088867,35.43600082397461,17.534000396728516,18.404001235961914,3.81000018119812,6.116000175476074,55.858001708984375,41.624000549316406,17.650001525878906,12.416000366210938,7.804000377655029,51.82600402832031,50.58400344848633,43.47800064086914,40.71800231933594,34.33400344848633,32.87000274658203,14.63800048828125,17.00400161743164,3.632000207901001,6.330000400543213,66.85200500488281,64.69000244140625,63.44400405883789,61.17200469970703,60.810001373291016,58.39600372314453,52.060001373291016,49.89800262451172,39.474002838134766,38.672000885009766,68.9320068359375,63.62400436401367,57.268001556396484,51.4160041809082,38.71800231933594,34.12000274658203,21.742000579833984,19.016000747680664,13.916000366210938,12.476000785827637,61.85400390625,66.01800537109375,63.34800338745117,63.24400329589844,44.070003509521484,52.948001861572266,31.82600212097168,40.486000061035156,27.944002151489258,34.28200149536133,70.72000122070312,65.58399963378906,66.61000061035156,62.134002685546875,73.48200225830078,69.99000549316406,63.092002868652344,58.48400115966797,50.64600372314453,46.12200164794922,63.13200378417969,60.454002380371094,51.28000259399414,48.01400375366211,35.25800323486328,32.50600051879883,12.592000961303711,14.28600025177002,3.7900002002716064,7.2920002937316895,51.90800094604492,53.178001403808594,37.172000885009766,30.184001922607422,39.53200149536133,34.32200241088867,27.306001663208008,23.166000366210938,20.18800163269043,16.518001556396484,73.33200073242188,71.18400573730469,63.89800262451172,59.94600296020508,58.84800338745117,47.71600341796875,38.220001220703125,39.08400344848633,29.292001724243164,27.07400131225586,65.1520004272461,62.7660026550293,59.156002044677734,56.45000457763672,39.8120002746582,36.34000015258789,29.052001953125,25.832000732421875,18.368000030517578,15.724000930786133,77.02799987792969,54.478004455566406,46.96800231933594,44.41400146484375,40.320003509521484,36.63199996948242,32.948001861572266,30.224000930786133,28.882001876831055,24.23400115966797,37.34000015258789,25.16850471496582,70.06311992786294,52.84039675383229,64.54000091552734,64.5,85.04000091552734,73.76000213623047,73.98999786376953,78.72999572753906,79.05999755859375,36.0483958085773,57.452003479003906,10.359999656677246,12.792000770568848,7.522000312805176,19.720001220703125,77.02799987792969,92.41999816894531,92.4000015258789,79.79200744628906,98.59722222222223,98.64069264069263,91.71200561523438,57.04433497536946,42.41379310344828
densenet201,67.27400207519531,3.880000114440918,76.65800476074219,73.02000427246094,75.69400024414062,72.04800415039062,73.93400573730469,70.29600524902344,71.4020004272461,67.33800506591797,67.26399993896484,62.53000259399414,74.82400512695312,69.05000305175781,73.156005859375,65.97400665283203,69.06000518798828,58.552001953125,54.04600143432617,34.62000274658203,29.022001266479492,11.19800090789795,63.302001953125,59.52000427246094,55.80600357055664,52.618003845214844,41.59000015258789,38.194000244140625,29.084001541137695,26.148000717163086,19.564001083374023,17.170000076293945,69.36000061035156,67.49200439453125,48.230003356933594,46.52000045776367,58.6140022277832,56.932003021240234,44.30000305175781,44.586002349853516,17.41400146484375,19.552000045776367,71.9800033569336,65.70000457763672,68.84000396728516,61.28000259399414,62.570003509521484,53.048004150390625,56.250003814697266,45.070003509521484,41.156002044677734,28.036001205444336,65.62000274658203,62.022003173828125,50.72800064086914,47.46200180053711,39.8280029296875,36.78000259399414,37.5880012512207,35.02799987792969,31.190000534057617,28.610000610351562,71.64200592041016,67.2300033569336,61.04000473022461,55.704002380371094,47.03600311279297,42.25600051879883,32.294002532958984,30.04400062561035,14.208001136779785,14.720000267028809,67.5300064086914,64.01600646972656,59.37400436401367,55.224002838134766,44.75200271606445,41.07400131225586,26.648000717163086,24.442001342773438,10.008000373840332,9.492000579833984,57.80800247192383,44.8640022277832,20.650001525878906,14.998001098632812,10.188000679016113,56.97200393676758,53.134002685546875,50.208003997802734,45.57400131225586,42.32600021362305,38.810001373291016,25.14200210571289,23.046001434326172,10.304000854492188,10.034000396728516,67.76600646972656,66.03400421142578,64.73400115966797,62.94600296020508,61.91800308227539,60.34800338745117,52.85000228881836,51.96000289916992,40.09000015258789,39.87600326538086,69.23200225830078,65.2280044555664,59.5880012512207,54.810001373291016,43.66200256347656,38.47200012207031,26.562002182006836,22.32200050354004,17.368000030517578,14.606000900268555,68.19600677490234,67.53400421142578,68.64600372314453,65.39600372314453,53.72600173950195,56.86600112915039,40.592002868652344,44.288002014160156,37.566001892089844,35.50400161743164,74.99600219726562,69.71600341796875,70.38800048828125,65.0300064086914,75.59000396728516,72.0300064086914,69.656005859375,65.56999969482422,60.814002990722656,56.22200393676758,65.74800109863281,62.29000473022461,55.380001068115234,51.78000259399414,41.21000289916992,38.060001373291016,21.16400146484375,19.05000114440918,10.696000099182129,10.116000175476074,57.400001525878906,56.954002380371094,46.070003509521484,37.8640022277832,46.61000061035156,40.42400360107422,34.62200164794922,29.700000762939453,29.974000930786133,23.91400146484375,73.79000091552734,71.43400573730469,66.01399993896484,62.0420036315918,61.276004791259766,51.94600296020508,43.23200225830078,44.30000305175781,34.96600341796875,33.07200241088867,66.85200500488281,63.89200210571289,60.98600387573242,58.388004302978516,42.3120002746582,40.676002502441406,31.450000762939453,30.424001693725586,20.760000228881836,19.838001251220703,76.89600372314453,53.73600387573242,44.35400390625,43.9900016784668,38.7140007019043,36.80800247192383,31.356000900268555,30.0260009765625,27.968000411987305,24.242000579833984,40.776668548583984,27.670028686523438,70.24346257889991,53.38142470694319,64.66999816894531,64.76000213623047,85.19999694824219,73.76000213623047,73.93000030517578,78.86000061035156,78.94999694824219,36.485902560224694,61.57999801635742,12.019999504089355,14.0,8.199999809265137,26.23600196838379,76.89600372314453,92.5199966430664,92.47999572753906,80.30400085449219,98.59027777777779,98.8138528138528,91.34400177001953,59.162561576354676,44.778325123152705
efficientnet-b0-autoaug,68.07200622558594,5.053333282470703,76.46800231933594,71.81600189208984,75.4520034790039,70.62800598144531,73.9780044555664,68.8080062866211,71.26800537109375,65.2800064086914,67.32200622558594,60.176002502441406,71.46600341796875,63.83400344848633,67.19800567626953,57.36600112915039,57.230003356933594,42.93600082397461,28.64200210571289,13.784000396728516,5.00600004196167,1.9160001277923584,58.85400390625,55.50800323486328,47.980003356933594,46.93400192260742,31.652002334594727,32.454002380371094,20.1200008392334,20.602001190185547,12.212000846862793,11.94800090789795,70.37200164794922,66.78400421142578,49.48200225830078,45.452003479003906,59.19600296020508,55.05400085449219,39.34400177001953,38.3640022277832,10.75200080871582,12.302000999450684,69.23400115966797,60.798004150390625,65.41800689697266,55.21200180053711,58.862003326416016,45.958003997802734,53.36600112915039,38.28000259399414,37.32200241088867,21.21000099182129,62.346004486083984,57.73200225830078,44.10600280761719,39.1400032043457,31.922000885009766,27.314001083374023,29.918001174926758,25.102001190185547,23.266000747680664,18.8960018157959,70.46200561523438,65.49800109863281,53.868003845214844,49.7140007019043,37.152000427246094,34.62600326538086,24.8700008392334,23.248001098632812,11.272000312805176,8.522000312805176,67.66000366210938,62.092002868652344,60.160003662109375,52.7660026550293,47.71200180053711,36.996002197265625,30.57600212097168,18.756000518798828,12.628000259399414,5.002000331878662,55.788002014160156,40.0,12.660000801086426,7.6700005531311035,5.210000038146973,68.34000396728516,59.52000427246094,60.340003967285156,47.55800247192383,52.28200149536133,37.608001708984375,32.954002380371094,17.75,15.072000503540039,5.052000045776367,68.03600311279297,65.67000579833984,65.60400390625,62.910003662109375,63.94000244140625,60.95600128173828,58.2920036315918,54.564002990722656,50.862003326416016,45.96200180053711,69.64200592041016,63.952003479003906,60.99400329589844,54.426002502441406,43.314002990722656,37.48200225830078,23.61600112915039,20.57000160217285,14.622000694274902,13.26400089263916,63.548004150390625,66.21400451660156,62.952003479003906,63.33000183105469,49.50800323486328,53.4640007019043,38.12800216674805,41.77800369262695,29.522001266479492,34.43400192260742,75.95000457763672,69.31400299072266,75.19600677490234,68.6240005493164,75.47200012207031,70.86600494384766,69.45600128173828,64.30599975585938,61.63600158691406,55.14200210571289,66.66600036621094,60.612003326416016,58.23600387573242,50.07200241088867,46.332000732421875,35.182003021240234,27.112001419067383,15.22800064086914,16.02400016784668,6.750000476837158,57.30600357055664,54.87200164794922,43.97200393676758,32.336002349853516,45.82400131225586,36.59600067138672,33.98200225830078,25.878002166748047,24.834001541137695,18.334001541137695,74.23600006103516,70.29000091552734,67.406005859375,61.27800369262695,62.82400131225586,51.14200210571289,55.590003967285156,46.63800048828125,45.48800277709961,33.09600067138672,68.10800170898438,62.086002349853516,64.35400390625,57.612003326416016,50.68800354003906,41.79800033569336,41.90800094604492,31.73600196838379,31.202001571655273,20.582000732421875,49.67400360107422,48.586002349853516,38.91800308227539,37.71200180053711,31.566001892089844,29.722002029418945,23.75400161743164,23.3700008392334,19.564001083374023,17.368000030517578,38.606666564941406,26.490991592407227,69.34174932371506,53.65193868349864,64.29000091552734,64.41999816894531,84.55999755859375,73.33999633789062,73.3699951171875,79.04000091552734,79.02999877929688,34.3145727557524,68.9000015258789,17.559999465942383,30.420000076293945,5.739999771118164,26.566001892089844,76.84000396728516,92.25999450683594,92.38999938964844,79.7280044555664,98.59722222222223,98.65800865800865,91.34400177001953,59.35960591133005,47.19211822660099
resnet50_lpf3,66.53400421142578,3.493333339691162,76.08000183105469,72.45800018310547,74.32400512695312,70.89200592041016,71.67000579833984,68.14800262451172,67.89200592041016,63.38200378417969,62.00200271606445,56.78000259399414,70.15800476074219,64.01200103759766,65.94000244140625,58.052001953125,57.406002044677734,46.342002868652344,36.63600158691406,21.6820011138916,15.43600082397461,6.038000106811523,63.2400016784668,59.21600341796875,55.958003997802734,52.18000411987305,40.862003326416016,37.44000244140625,28.18800163269043,25.250001907348633,17.270000457763672,16.634000778198242,70.5260009765625,67.34000396728516,49.926002502441406,46.900001525878906,50.17000198364258,51.95600128173828,31.970001220703125,37.37200164794922,8.838000297546387,13.844000816345215,66.86800384521484,60.05000305175781,62.52400207519531,53.93000411987305,55.32400131225586,45.07400131225586,49.428001403808594,38.060001373291016,33.96800231933594,22.010000228881836,61.436004638671875,59.21800231933594,44.07200241088867,42.45600128173828,32.05800247192383,31.170001983642578,30.23000144958496,29.156002044677734,23.59600067138672,22.8960018157959,72.8800048828125,67.39600372314453,60.630001068115234,55.71400451660156,43.816001892089844,41.19600296020508,27.854001998901367,28.128002166748047,11.87600040435791,12.802000999450684,63.87800216674805,61.01400375366211,53.87200164794922,49.8380012512207,37.96800231933594,32.152000427246094,19.748001098632812,15.26400089263916,5.086000442504883,4.568000316619873,54.99200439453125,40.49400329589844,17.312000274658203,12.182000160217285,8.302000045776367,50.130001068115234,48.130001068115234,43.98200225830078,38.58400344848633,36.50400161743164,31.422000885009766,18.154001235961914,15.61400032043457,5.210000038146973,5.270000457763672,66.73200225830078,64.83000183105469,63.06200408935547,61.33400344848633,60.358001708984375,58.518001556396484,50.952003479003906,49.72200393676758,37.9640007019043,38.150001525878906,68.59200286865234,63.698001861572266,58.346004486083984,52.49800109863281,40.814002990722656,35.57400131225586,23.328001022338867,20.400001525878906,15.054000854492188,13.204000473022461,62.01400375366211,66.56800079345703,63.48600387573242,63.33000183105469,38.022003173828125,52.75400161743164,23.268001556396484,36.00800323486328,24.384000778198242,26.332000732421875,70.39400482177734,65.6500015258789,66.61600494384766,61.96400451660156,73.69400024414062,70.22600555419922,63.04000473022461,58.87800216674805,49.96200180053711,45.874000549316406,62.246002197265625,59.288002014160156,50.336002349853516,45.35600280761719,35.35600280761719,29.216001510620117,14.558000564575195,12.016000747680664,5.6080002784729,5.818000316619873,51.8640022277832,53.71600341796875,37.16600036621094,31.056001663208008,38.682003021240234,34.07400131225586,26.536001205444336,23.424001693725586,19.350000381469727,16.400001525878906,73.18600463867188,71.16600036621094,63.41400146484375,60.30800247192383,58.30800247192383,49.952003479003906,38.39600372314453,41.60000228881836,29.898000717163086,30.030000686645508,63.73200225830078,61.24400329589844,57.314002990722656,54.3380012512207,38.5160026550293,33.12600326538086,28.02800178527832,22.95400047302246,17.34800148010254,13.610000610351562,76.81800079345703,53.9900016784668,46.89200210571289,44.316001892089844,40.406002044677734,36.50200271606445,33.25800323486328,30.250001907348633,29.020000457763672,24.554000854492188,37.15999984741211,24.99754524230957,67.8990081154193,52.38954012623985,64.94999694824219,64.65999603271484,84.63999938964844,73.41999816894531,73.62999725341797,78.44999694824219,78.9000015258789,36.032191854812574,56.678001403808594,10.519999504089355,12.884000778198242,7.2360005378723145,20.854000091552734,76.81800079345703,92.36000061035156,92.0199966430664,79.24800109863281,98.64583333333333,98.66666666666667,91.5840072631836,58.22660098522168,43.152709359605915
resnet50_lpf2,66.46000671386719,3.066666841506958,76.0300064086914,72.10600280761719,74.19200134277344,70.1760025024414,71.4800033569336,67.25,67.35000610351562,62.686004638671875,61.29600143432617,56.172000885009766,70.19400024414062,63.73200225830078,65.46400451660156,57.30400085449219,55.996002197265625,44.55400085449219,32.90999984741211,18.38800048828125,10.308000564575195,4.085999965667725,62.58400344848633,58.70600128173828,53.98800277709961,50.04600143432617,37.354000091552734,35.07200241088867,24.902000427246094,23.424001693725586,14.886000633239746,14.91200065612793,70.19000244140625,67.07400512695312,49.022003173828125,45.7920036315918,49.77400207519531,52.22600173950195,30.944002151489258,37.8380012512207,6.866000175476074,13.570000648498535,66.71600341796875,59.704002380371094,62.224002838134766,53.40800094604492,55.316001892089844,44.6400032043457,49.50200271606445,38.263999938964844,33.90800094604492,22.490001678466797,61.14200210571289,58.314002990722656,43.2400016784668,41.314002990722656,31.114002227783203,29.98200225830078,29.040000915527344,27.874000549316406,22.284000396728516,21.326000213623047,72.77799987792969,67.052001953125,59.634002685546875,53.928001403808594,40.40800094604492,38.12800216674805,24.93600082397461,25.974000930786133,10.042000770568848,11.814000129699707,62.970001220703125,60.948001861572266,51.48600387573242,49.832000732421875,33.04600143432617,32.836002349853516,13.806000709533691,16.272001266479492,2.940000057220459,5.044000148773193,55.44600296020508,41.25200271606445,17.020000457763672,11.542000770568848,7.890000343322754,50.70600128173828,49.57600402832031,41.19000244140625,39.2920036315918,31.28400230407715,30.93800163269043,12.608000755310059,15.118000984191895,3.0500001907348633,5.37600040435791,66.5780029296875,64.80400085449219,63.03200149536133,61.35200119018555,60.28600311279297,58.44200134277344,51.24800109863281,49.47800064086914,38.96000289916992,36.88600158691406,68.4020004272461,63.342002868652344,56.95600128173828,51.27000427246094,38.89600372314453,34.202003479003906,21.96200180053711,19.060001373291016,14.508000373840332,12.328001022338867,60.98400115966797,65.0040054321289,64.2560043334961,62.71800231933594,39.650001525878906,50.840003967285156,24.988000869750977,35.16200256347656,23.578001022338867,26.684001922607422,70.52799987792969,65.65399932861328,66.9260025024414,61.728004455566406,73.4280014038086,69.84200286865234,62.76000213623047,58.978004455566406,49.112003326416016,45.75600051879883,60.72600173950195,58.81200408935547,46.868003845214844,45.592002868652344,29.786001205444336,29.61600112915039,9.2160005569458,11.940000534057617,2.9680001735687256,5.426000118255615,51.37200164794922,52.888004302978516,35.182003021240234,29.492000579833984,37.60600280761719,33.1140022277832,25.286001205444336,22.064001083374023,17.96000099182129,15.642001152038574,73.31999969482422,70.97200012207031,63.73400115966797,59.85600280761719,58.548004150390625,48.23200225830078,35.513999938964844,39.018001556396484,27.312002182006836,26.536001205444336,62.432003021240234,60.63600158691406,54.97600173950195,53.678001403808594,33.470001220703125,32.518001556396484,22.20400047302246,22.34400177001953,12.284000396728516,13.318000793457031,76.79400634765625,52.2400016784668,44.63200378417969,42.182003021240234,38.28600311279297,34.67000198364258,31.036001205444336,28.494001388549805,26.73000144958496,22.636001586914062,36.72333526611328,24.673309326171875,70.33363390441839,52.1190261496844,64.6199951171875,64.51000213623047,83.75999450683594,73.33000183105469,73.6199951171875,78.47000122070312,79.08999633789062,37.144863346656585,54.150001525878906,9.920000076293945,12.064000129699707,7.520000457763672,20.246000289916992,76.79400634765625,92.07999420166016,92.29000091552734,79.8080062866211,98.65277777777777,98.76190476190476,91.00800323486328,57.635467980295566,42.364532019704434
resnet50_trained_on_SIN_and_IN_then_finetuned_on_IN,66.4260025024414,2.306666612625122,76.05000305175781,72.2040023803711,74.41400146484375,70.49400329589844,71.84000396728516,67.91000366210938,68.1520004272461,63.63600158691406,62.46600341796875,57.30400085449219,70.37200164794922,63.93000411987305,65.9260025024414,58.08200454711914,57.092002868652344,46.952003479003906,34.932003021240234,23.290000915527344,12.196001052856445,6.328000068664551,62.750003814697266,57.95600128173828,54.87000274658203,51.29600143432617,41.02000045776367,37.46000289916992,29.28400230407715,25.84800148010254,19.448001861572266,17.218000411987305,70.27799987792969,66.93400573730469,48.8640022277832,45.302001953125,56.71400451660156,55.262001037597656,41.05800247192383,42.89200210571289,15.142001152038574,18.556001663208008,67.02799987792969,59.906002044677734,62.538002014160156,53.952003479003906,55.47200393676758,44.900001525878906,49.798004150390625,37.89200210571289,35.72800064086914,22.014001846313477,62.592002868652344,59.37000274658203,44.9900016784668,42.730003356933594,32.61000061035156,31.554000854492188,30.4320011138916,29.59600067138672,24.062000274658203,23.106000900268555,72.49200439453125,66.66000366210938,60.05600357055664,54.262001037597656,44.62800216674805,40.71800231933594,30.578001022338867,29.016000747680664,13.722001075744629,14.018000602722168,64.3800048828125,61.96400451660156,54.05400085449219,51.84600067138672,36.2140007019043,34.44000244140625,17.696001052856445,18.086000442504883,5.26200008392334,6.466000080108643,54.87600326538086,41.368003845214844,18.160001754760742,13.122000694274902,9.206000328063965,55.840003967285156,51.340003967285156,45.3640022277832,41.76400375366211,34.694000244140625,33.522003173828125,15.732000350952148,17.142000198364258,5.5980000495910645,7.066000461578369,66.4000015258789,64.70800018310547,62.746002197265625,61.596004486083984,59.98200225830078,59.176002502441406,50.80600357055664,51.28600311279297,38.294002532958984,40.0420036315918,68.83399963378906,64.25800323486328,60.118003845214844,54.250003814697266,45.19000244140625,38.62800216674805,29.006000518798828,23.404001235961914,20.446001052856445,16.134000778198242,61.38200378417969,64.32200622558594,65.48400115966797,61.21400451660156,39.320003509521484,50.38200378417969,26.434001922607422,35.53600311279297,23.166000366210938,26.70600128173828,70.34400177001953,65.19600677490234,66.58200073242188,61.69400405883789,73.85000610351562,70.01399993896484,63.50200271606445,59.34800338745117,50.470001220703125,46.884002685546875,62.608001708984375,60.2920036315918,49.92000198364258,47.38200378417969,34.2140007019043,31.610000610351562,14.068000793457031,14.426000595092773,6.284000396728516,7.690000534057617,52.660003662109375,54.20000076293945,38.656002044677734,33.513999938964844,40.62600326538086,36.428001403808594,28.45400047302246,25.226001739501953,22.726001739501953,18.994001388549805,73.09600067138672,71.06600189208984,63.66400146484375,60.32400131225586,59.362003326416016,49.96000289916992,36.88800048828125,38.932003021240234,28.4580020904541,27.602001190185547,63.87000274658203,61.66400146484375,57.4900016784668,55.60200119018555,38.41600036621094,34.89200210571289,28.718000411987305,25.104001998901367,18.506000518798828,15.890000343322754,76.72000122070312,52.16200256347656,44.320003509521484,42.60400390625,38.092002868652344,35.070003509521484,30.998001098632812,28.756000518798828,27.080001831054688,22.976001739501953,38.90333557128906,26.917409896850586,69.16140667267808,52.66005410279531,64.62999725341797,64.62999725341797,84.4000015258789,73.31999969482422,73.62999725341797,78.56999969482422,78.8499984741211,36.529113103597275,57.018001556396484,12.119999885559082,13.994000434875488,7.972000598907471,24.426000595092773,76.72000122070312,92.0199966430664,92.47000122070312,79.21600341796875,98.67361111111111,98.72727272727273,91.66400146484375,57.98029556650246,42.512315270935964
resnet50_deepaugment,67.24200439453125,3.4800000190734863,76.20800018310547,73.802001953125,74.89800262451172,72.4780044555664,72.92200469970703,70.1520004272461,70.07200622558594,66.7280044555664,65.9800033569336,62.16200256347656,71.86400604248047,68.20800018310547,68.29600524902344,63.518001556396484,61.37200164794922,54.16800308227539,42.48600387573242,30.516000747680664,18.474000930786133,9.596000671386719,70.41400146484375,67.01800537109375,64.81000518798828,61.55600357055664,51.5160026550293,49.560001373291016,39.358001708984375,37.518001556396484,27.5260009765625,25.566001892089844,71.10600280761719,70.37600708007812,48.560001373291016,47.906002044677734,60.948001861572266,60.83000183105469,47.682003021240234,48.84800338745117,20.562000274658203,23.714000701904297,67.45600128173828,63.51200485229492,63.21800231933594,57.78600311279297,57.27800369262695,50.14600372314453,54.07200241088867,46.6400032043457,41.87800216674805,32.656002044677734,67.60800170898438,65.18000030517578,54.596004486083984,52.19600296020508,44.92000198364258,42.50400161743164,42.07400131225586,40.37800216674805,36.04199981689453,34.152000427246094,75.82000732421875,72.06400299072266,69.38200378417969,64.73600006103516,59.06200408935547,55.16400146484375,47.25600051879883,44.57400131225586,26.698001861572266,24.684001922607422,72.83200073242188,70.66400146484375,69.64200592041016,67.5300064086914,63.05800247192383,61.84800338745117,50.84600067138672,53.43000411987305,34.50400161743164,41.868003845214844,66.21200561523438,55.40800094604492,30.0260009765625,23.422000885009766,15.694001197814941,70.30599975585938,68.0320053100586,66.27400207519531,64.99400329589844,62.28400421142578,61.682003021240234,50.80000305175781,53.7920036315918,36.88800048828125,44.57200241088867,70.59600067138672,68.30000305175781,67.94400024414062,65.47200012207031,65.7020034790039,63.230003356933594,54.98400115966797,52.38200378417969,37.486000061035156,35.204002380371094,72.25200653076172,69.54199981689453,65.72200012207031,62.36000442504883,51.7920036315918,47.564002990722656,32.80800247192383,28.64200210571289,22.00200080871582,18.964000701904297,75.0060043334961,73.61600494384766,74.93600463867188,73.43800354003906,72.11800384521484,70.25,62.570003509521484,60.22200393676758,36.22600173950195,44.08400344848633,71.44800567626953,68.35600280761719,67.56000518798828,65.052001953125,74.06600189208984,71.93800354003906,66.18600463867188,63.57600402832031,57.18000411987305,54.10200119018555,72.56400299072266,70.406005859375,68.79000091552734,66.7300033569336,61.67000198364258,61.092002868652344,45.0880012512207,50.540000915527344,33.17399978637695,42.27800369262695,59.750003814697266,59.55400466918945,49.3380012512207,43.59400177001953,47.55800247192383,43.48200225830078,38.5,34.10200119018555,33.70000076293945,27.8700008392334,73.96600341796875,72.46600341796875,67.4320068359375,63.81200408935547,65.71200561523438,56.506004333496094,43.410003662109375,43.65400314331055,34.42399978637695,32.3280029296875,73.37800598144531,71.21000671386719,71.73600006103516,69.3280029296875,64.35200500488281,62.60000228881836,57.138004302978516,57.53600311279297,47.05800247192383,50.380001068115234,54.68800354003906,57.03600311279297,44.974002838134766,46.7760009765625,37.72800064086914,38.94000244140625,29.774002075195312,31.548002243041992,25.84200096130371,24.68600082397461,42.16666793823242,29.50146484375,73.85031559963932,57.61947700631199,65.23999786376953,65.33000183105469,84.87999725341797,73.81999969482422,73.93000030517578,78.88999938964844,79.19999694824219,35.61088905692989,67.75,19.34800148010254,23.750001907348633,7.734000205993652,28.13800048828125,76.66200256347656,92.06999969482422,92.47999572753906,79.12000274658203,98.66666666666667,98.7878787878788,91.24800109863281,63.74384236453202,49.11330049261084
efficientnet-b0,65.34200286865234,4.453333377838135,75.7020034790039,71.9020004272461,74.1300048828125,69.9780044555664,71.51000213623047,67.23400115966797,67.44200134277344,62.30000305175781,61.33400344848633,55.30800247192383,69.23600006103516,62.28400421142578,63.958003997802734,54.87400436401367,52.96000289916992,39.91600036621094,24.076000213623047,12.206000328063965,3.81600022315979,1.912000060081482,59.92400360107422,56.952003479003906,49.39600372314453,48.71200180053711,33.71200180053711,33.53000259399414,21.84400177001953,21.70800018310547,13.928000450134277,13.746000289916992,69.22600555419922,66.32600402832031,48.81800079345703,45.05600357055664,59.99200439453125,56.91200256347656,44.80400085449219,43.316001892089844,17.513999938964844,18.588001251220703,65.66200256347656,57.91400146484375,60.12800216674805,50.95000076293945,51.23600387573242,40.198001861572266,45.384002685546875,32.678001403808594,29.472002029418945,17.0939998626709,61.358001708984375,57.23600387573242,43.60200119018555,39.34400177001953,31.950000762939453,27.654001235961914,29.09400177001953,25.494001388549805,22.80000114440918,19.158000946044922,69.92000579833984,65.88999938964844,54.316001892089844,51.29600143432617,39.406002044677734,36.90999984741211,27.21200180053711,25.06800079345703,12.574000358581543,10.77400016784668,66.48400115966797,62.00400161743164,57.358001708984375,51.52800369262695,41.58000183105469,34.23400115966797,21.056001663208008,15.280000686645508,4.534000396728516,2.942000150680542,55.358001708984375,41.45600128173828,15.750000953674316,10.426000595092773,6.568000316619873,62.590003967285156,57.18400192260742,52.65400314331055,45.44000244140625,43.3280029296875,35.07200241088867,20.948001861572266,14.148000717163086,5.02400016784668,2.9260001182556152,68.11000061035156,65.79600524902344,65.51800537109375,62.80400466918945,63.54600143432617,60.33200454711914,56.810001373291016,53.150001525878906,47.47600173950195,43.28600311279297,69.15400695800781,64.41799926757812,61.0780029296875,55.75200271606445,47.58000183105469,41.10000228881836,30.34800148010254,25.382001876831055,21.314001083374023,17.416000366210938,65.72600555419922,67.0979995727539,67.48800659179688,65.41400146484375,55.724002838134766,57.21000289916992,45.09800338745117,46.52400207519531,39.944000244140625,40.24800109863281,69.9260025024414,64.66400146484375,65.60000610351562,60.974002838134766,73.81200408935547,69.98400115966797,63.9900016784668,59.77800369262695,51.98800277709961,47.66400146484375,64.39400482177734,59.868003845214844,53.59600067138672,46.768001556396484,38.25800323486328,30.290000915527344,15.578001022338867,9.726000785827637,5.53000020980835,3.266000270843506,55.586002349853516,53.96200180053711,40.884002685546875,30.59200096130371,43.38800048828125,34.40999984741211,31.266000747680664,23.404001235961914,21.98600196838379,14.768000602722168,73.72600555419922,70.54400634765625,66.87200164794922,61.16200256347656,62.8180046081543,51.428001403808594,51.19000244140625,43.96200180053711,41.332000732421875,31.41400146484375,65.35200500488281,60.548004150390625,59.596004486083984,54.28200149536133,41.18800354003906,34.112003326416016,30.082000732421875,23.00200080871582,17.72800064086914,12.25200080871582,52.43000411987305,51.23400115966797,43.564002990722656,41.45600128173828,36.592002868652344,34.0780029296875,29.032001495361328,27.556001663208008,24.718000411987305,21.672000885009766,34.616668701171875,22.562833786010742,68.07935076645627,55.18485121731289,63.529998779296875,63.64999771118164,84.4000015258789,73.05999755859375,72.83000183105469,78.11000061035156,78.15999603271484,33.2991249864967,68.72000122070312,19.100000381469727,29.5,6.87999963760376,23.25200080871582,76.52799987792969,92.06999969482422,92.25,78.52800750732422,98.43055555555556,98.6926406926407,91.13600158691406,57.88177339901478,44.679802955665025
resnet50-vtab-rotation,66.24400329589844,4.119999885559082,75.9780044555664,72.28600311279297,74.26399993896484,70.51600646972656,71.69400024414062,67.71600341796875,67.80000305175781,63.070003509521484,62.112003326416016,56.346004486083984,69.65800476074219,63.5780029296875,64.81200408935547,56.80800247192383,54.96000289916992,43.7660026550293,31.158000946044922,18.18000030517578,9.606000900268555,4.4120001792907715,60.070003509521484,58.64600372314453,51.13200378417969,51.92000198364258,36.86000061035156,37.28200149536133,24.308000564575195,25.226001739501953,15.282000541687012,16.29800033569336,67.70000457763672,66.30400085449219,45.27000045776367,43.534000396728516,51.68600082397461,51.85200119018555,34.75800323486328,38.18400192260742,10.74000072479248,13.974000930786133,65.9000015258789,58.85400390625,60.42400360107422,52.182003021240234,52.682003021240234,42.74800109863281,46.23400115966797,35.08000183105469,30.60000228881836,18.860000610351562,61.37000274658203,58.44400405883789,42.37000274658203,40.37600326538086,30.020002365112305,28.43600082397461,27.50400161743164,26.362001419067383,21.02400016784668,20.132001876831055,69.64200592041016,66.54800415039062,55.38600158691406,54.7760009765625,41.3900032043457,42.02400207519531,28.690000534057617,29.532001495361328,12.224000930786133,12.962000846862793,64.26200103759766,61.61600112915039,53.65200424194336,50.27000427246094,35.34800338745117,32.954002380371094,17.124000549316406,16.66400146484375,4.738000392913818,5.688000202178955,52.8640022277832,38.16200256347656,15.254000663757324,10.69800090789795,7.148000240325928,50.15800094604492,50.77400207519531,40.736000061035156,39.71800231933594,31.00400161743164,30.860000610351562,14.012001037597656,15.444001197814941,4.468000411987305,6.072000503540039,66.74200439453125,65.53400421142578,63.5160026550293,62.25400161743164,60.67000198364258,60.15200424194336,51.24800109863281,52.05000305175781,37.742000579833984,39.89800262451172,68.24400329589844,64.32200622558594,58.68000411987305,53.73600387573242,40.518001556396484,35.86800003051758,21.770000457763672,18.916000366210938,12.926000595092773,11.742000579833984,59.84400177001953,66.47200012207031,64.156005859375,64.27200317382812,38.68400192260742,53.172000885009766,21.09000015258789,34.104000091552734,15.212000846862793,24.244001388549805,70.19800567626953,65.95600128173828,66.4020004272461,61.906002044677734,73.58000183105469,70.10600280761719,63.768001556396484,59.302001953125,49.552001953125,46.290000915527344,62.46600341796875,60.07600402832031,49.2760009765625,46.518001556396484,32.314002990722656,30.59400177001953,12.170001029968262,13.236001014709473,4.686000347137451,6.502000331878662,51.958003997802734,53.038002014160156,37.202003479003906,30.090002059936523,37.61000061035156,31.698001861572266,25.184001922607422,20.168001174926758,18.82200050354004,14.340001106262207,73.10800170898438,71.00200653076172,63.12000274658203,60.006004333496094,58.1140022277832,48.61600112915039,34.49800109863281,38.160003662109375,26.126001358032227,25.976001739501953,63.57200241088867,61.71600341796875,56.42400360107422,55.150001525878906,34.26000213623047,34.332000732421875,23.054000854492188,23.810001373291016,13.390000343322754,14.60200023651123,48.64600372314453,50.49400329589844,38.928001403808594,39.67400360107422,32.996002197265625,32.38800048828125,25.874000549316406,26.184001922607422,22.314001083374023,20.54400062561035,,23.054100036621094,66.45626690712353,49.14337240757439,64.13999938964844,63.91999816894531,83.5999984741211,73.05999755859375,73.2699966430664,78.31999969482422,78.43999481201172,39.32699578697202,,,,,18.486000061035156,76.50200653076172,92.16999816894531,,79.61600494384766,98.43055555555556,98.51948051948052,91.07200622558594,55.86206896551724,40.591133004926114
BiT-M-R101x1-nonfinetuned,64.13999938964844,22.280000686645508,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30.39000129699707,18.483366012573242,74.39134355275023,59.87376014427412,64.6199951171875,64.9000015258789,85.83999633789062,73.30999755859375,73.15999603271484,78.20999908447266,78.13999938964844,25.229556011666848,,,,,11.67400074005127,76.24600219726562,92.93000030517578,93.19999694824219,79.04000091552734,98.92361111111111,98.8138528138528,90.86400604248047,57.98029556650246,49.21182266009852
cafferesnet101,65.72600555419922,2.6533334255218506,75.6760025024414,73.0320053100586,74.13600158691406,71.5320053100586,71.59200286865234,68.85000610351562,67.82400512695312,64.29800415039062,62.022003173828125,57.84400177001953,69.31800079345703,65.04199981689453,64.43400573730469,59.0260009765625,55.21600341796875,47.320003509521484,32.294002532958984,22.0260009765625,11.132000923156738,5.688000202178955,63.47600173950195,60.698001861572266,56.702003479003906,54.294002532958984,43.45600128173828,40.0620002746582,31.61600112915039,28.634000778198242,21.95800018310547,19.222000122070312,68.10800170898438,67.16600036621094,44.018001556396484,43.58400344848633,58.44200134277344,57.87800216674805,43.8380012512207,45.836002349853516,18.692001342773438,21.634000778198242,65.2280044555664,61.00200271606445,59.974002838134766,54.74200439453125,51.61600112915039,45.29600143432617,45.28600311279297,38.444000244140625,29.20400047302246,22.00200080871582,62.0880012512207,60.7920036315918,44.24400329589844,44.04600143432617,32.14200210571289,32.23400115966797,29.84800148010254,30.448001861572266,23.064001083374023,23.770000457763672,71.68600463867188,67.76600646972656,61.756004333496094,57.156002044677734,49.496002197265625,44.332000732421875,37.34000015258789,31.692001342773438,18.652000427246094,14.024001121520996,65.29800415039062,63.19400405883789,55.42000198364258,52.12600326538086,38.71800231933594,34.96600341796875,19.606000900268555,18.064001083374023,5.5360002517700195,6.156000137329102,57.16800308227539,43.3640022277832,18.11400032043457,12.794000625610352,8.818000793457031,56.802001953125,53.15400314331055,47.560001373291016,42.68400192260742,37.81800079345703,33.8380012512207,18.166000366210938,17.036001205444336,5.810000419616699,6.568000316619873,67.5040054321289,66.6259994506836,64.42000579833984,63.76400375366211,61.90800476074219,61.46600341796875,52.97600173950195,53.0160026550293,40.28000259399414,40.906002044677734,67.30599975585938,65.17200469970703,58.12800216674805,55.720001220703125,43.00800323486328,39.99800109863281,26.75800132751465,24.18000030517578,18.086000442504883,16.41400146484375,68.42200469970703,68.21200561523438,68.58800506591797,65.94800567626953,53.302001953125,57.676002502441406,37.802001953125,44.39600372314453,35.25800323486328,35.86600112915039,70.05000305175781,66.7300033569336,65.74000549316406,62.20000457763672,73.24600219726562,70.77799987792969,62.94000244140625,59.85600280761719,49.3640022277832,46.73800277709961,64.12000274658203,61.656002044677734,52.13600158691406,48.7140007019043,36.784000396728516,32.612003326416016,15.580000877380371,14.428000450134277,6.464000225067139,7.112000465393066,51.18000411987305,53.85600280761719,36.43600082397461,30.888002395629883,38.42000198364258,33.652000427246094,25.31800079345703,21.726001739501953,20.0,16.47800064086914,73.01399993896484,71.8280029296875,63.93400192260742,61.552001953125,59.19400405883789,50.71000289916992,38.35200119018555,41.2400016784668,29.334001541137695,29.07600212097168,65.69800567626953,63.71000289916992,59.60200119018555,57.50400161743164,40.730003356933594,37.284000396728516,30.02800178527832,26.756000518798828,19.25,16.68400001525879,76.20000457763672,53.978004455566406,44.000003814697266,43.91800308227539,38.358001708984375,37.02400207519531,31.262001037597656,30.59400177001953,27.91200065612793,24.59600067138672,37.72333526611328,25.21173667907715,68.98106402164112,52.93056807935077,64.29999542236328,64.13999938964844,84.4000015258789,72.72999572753906,72.87999725341797,78.02999877929688,78.2699966430664,32.575348385005945,61.959999084472656,14.319999694824219,17.490001678466797,8.386000633239746,23.350000381469727,76.20000457763672,91.93999481201172,92.19999694824219,78.76800537109375,98.52083333333333,98.77056277056278,90.72000122070312,58.17733990147783,44.285714285714285
resnet152-imagenet11k,70.3080062866211,18.946666717529297,75.79199981689453,75.156005859375,74.80000305175781,74.1820068359375,72.92000579833984,72.15800476074219,69.97200012207031,69.04000091552734,65.5040054321289,64.37000274658203,71.90800476074219,70.31000518798828,68.47000122070312,66.43600463867188,61.85600280761719,57.87600326538086,42.76000213623047,33.43000030517578,14.890000343322754,7.696000576019287,69.74800109863281,66.91800689697266,64.60400390625,61.79000473022461,52.43000411987305,49.02000045776367,39.70600128173828,36.034000396728516,27.580001831054688,25.168001174926758,72.22600555419922,71.9540023803711,49.80400085449219,51.16400146484375,56.95000457763672,59.09400177001953,38.24400329589844,45.0160026550293,8.8100004196167,16.11600112915039,68.19800567626953,66.83800506591797,63.96400451660156,62.276004791259766,57.63600158691406,55.0780029296875,54.022003173828125,49.27800369262695,41.69000244140625,33.354000091552734,65.3080062866211,64.75,49.00800323486328,49.454002380371094,37.268001556396484,38.08400344848633,34.73400115966797,35.55400085449219,28.35000228881836,28.830001831054688,75.32200622558594,72.35200500488281,68.19400024414062,64.34400177001953,58.45000457763672,53.26400375366211,46.496002197265625,41.17400360107422,23.80000114440918,21.84000015258789,62.63600158691406,66.52400207519531,49.07200241088867,54.544002532958984,27.290000915527344,34.87800216674805,9.44800090789795,15.166000366210938,1.8840000629425049,3.688000202178955,61.33000183105469,47.88200378417969,19.466001510620117,12.818000793457031,7.886000156402588,44.02000045776367,43.84600067138672,33.1400032043457,32.402000427246094,22.692001342773438,25.39000129699707,6.956000328063965,11.226000785827637,1.5440000295639038,3.204000234603882,71.24000549316406,70.33800506591797,68.3080062866211,67.60400390625,65.656005859375,64.89400482177734,54.052001953125,53.99200439453125,37.262001037597656,35.64200210571289,71.51600646972656,70.44200134277344,65.28400421142578,63.43000411987305,53.426002502441406,50.03600311279297,37.99800109863281,33.952003479003906,28.85000228881836,24.724000930786133,65.14200592041016,69.41400146484375,69.25200653076172,67.52000427246094,50.4900016784668,58.03600311279297,36.268001556396484,42.444000244140625,31.698001861572266,30.124000549316406,72.82400512695312,70.95000457763672,70.57600402832031,68.0320053100586,73.7800064086914,73.71200561523438,66.91800689697266,66.52799987792969,56.19200134277344,56.10400390625,61.69600296020508,64.44200134277344,46.39400100708008,50.496002197265625,27.256000518798828,32.0160026550293,7.832000255584717,11.392000198364258,2.5320000648498535,4.8560004234313965,55.78000259399414,61.19200134277344,45.27800369262695,42.79800033569336,45.90400314331055,45.608001708984375,35.570003509521484,34.704002380371094,30.382001876831055,27.6200008392334,73.10800170898438,74.17400360107422,64.31600189208984,65.29600524902344,60.30800247192383,56.58000183105469,39.518001556396484,44.410003662109375,30.266000747680664,31.322002410888672,64.1760025024414,64.81000518798828,57.052001953125,58.08000183105469,35.20000076293945,35.40800094604492,23.54800033569336,23.48200035095215,13.168000221252441,13.218000411987305,76.18400573730469,57.840003967285156,48.022003173828125,47.2400016784668,40.742000579833984,38.854000091552734,32.82600021362305,31.79400062561035,27.756000518798828,24.898000717163086,38.996665954589844,27.93727684020996,77.99819657348964,61.40667267808837,66.54999542236328,66.12999725341797,84.95999908447266,74.80999755859375,75.33999633789062,79.72999572753906,80.1199951171875,45.489899535486664,61.49200439453125,21.31999969482422,26.9580020904541,12.794000625610352,25.316001892089844,76.18400573730469,93.13999938964844,93.54999542236328,80.7040023803711,98.90972222222221,98.7012987012987,90.78400421142578,64.97536945812807,50.837438423645324
resnet50_aws_baseline,64.71000671386719,2.386666774749756,76.13800048828125,71.3280029296875,73.29400634765625,69.11000061035156,70.20600128173828,65.8479995727539,65.8280029296875,60.83200454711914,59.37400436401367,53.746002197265625,76.13800048828125,61.5680046081543,62.566001892089844,54.802001953125,51.6140022277832,41.39800262451172,27.84600067138672,15.964000701904297,8.190000534057617,3.582000255584717,61.388004302978516,56.954002380371094,53.388004302978516,49.32600402832031,38.55000305175781,34.762001037597656,26.416000366210938,22.95400047302246,17.046001434326172,14.768000602722168,69.27200317382812,65.8800048828125,47.496002197265625,44.118003845214844,52.30800247192383,51.638004302978516,35.56800079345703,38.55800247192383,12.28600025177002,14.668000221252441,76.13800048828125,57.43800354003906,59.47600173950195,51.11600112915039,51.97800064086914,41.678001403808594,46.7920036315918,35.16800308227539,31.798002243041992,19.948001861572266,76.13800048828125,57.428001403808594,40.95000076293945,39.862003326416016,28.91200065612793,28.838001251220703,26.718000411987305,26.748001098632812,20.392000198364258,20.56800079345703,76.13800048828125,65.51399993896484,58.73400115966797,52.79600143432617,44.0260009765625,38.61600112915039,30.59400177001953,26.904001235961914,13.022000312805176,12.156000137329102,76.13800048828125,59.51000213623047,51.07400131225586,47.7140007019043,32.86800003051758,29.808000564575195,14.7160005569458,13.78800106048584,2.9820001125335693,3.4840002059936523,53.65400314331055,39.03000259399414,16.756000518798828,12.268000602722168,8.380000114440918,76.13800048828125,46.284000396728516,40.746002197265625,36.676002502441406,30.73200225830078,28.238000869750977,12.254000663757324,12.236001014709473,2.7400002479553223,3.514000177383423,76.13800048828125,63.83000183105469,62.25400161743164,60.66400146484375,59.6660041809082,58.03400421142578,50.970001220703125,50.25800323486328,38.87200164794922,39.28600311279297,67.0780029296875,62.50400161743164,56.05000305175781,51.138004302978516,38.93000030517578,35.01000213623047,23.000001907348633,20.84200096130371,15.558000564575195,14.444000244140625,76.13800048828125,63.54600143432617,61.77800369262695,61.182003021240234,38.5780029296875,49.46200180053711,26.586000442504883,35.93000030517578,25.952001571655273,28.09200096130371,76.13800048828125,63.970001220703125,65.01000213623047,60.20600128173828,72.31600189208984,68.64400482177734,60.40200424194336,56.720001220703125,45.582000732421875,43.30400085449219,76.13800048828125,58.19000244140625,47.880001068115234,44.402000427246094,31.22800064086914,27.80000114440918,10.830000877380371,10.380000114440918,3.9680001735687256,4.636000156402588,47.77800369262695,50.7400016784668,32.47600173950195,27.98200225830078,34.23200225830078,30.84200096130371,21.814001083374023,20.562000274658203,15.714000701904297,14.074000358581543,76.13800048828125,70.03800201416016,59.67400360107422,57.90200424194336,53.362003326416016,45.60000228881836,32.1879997253418,36.62800216674805,24.694000244140625,25.012001037597656,76.13800048828125,60.53600311279297,57.14800262451172,54.346004486083984,37.342002868652344,33.474002838134766,26.168001174926758,22.75800132751465,15.496000289916992,13.29800033569336,76.13800048828125,51.93400192260742,43.3120002746582,42.32400131225586,37.926002502441406,35.064002990722656,30.918001174926758,28.876001358032227,27.424001693725586,23.242000579833984,35.16666793823242,23.268291473388672,68.53020739404869,50.225428313796215,64.04999542236328,63.62999725341797,84.55999755859375,72.3699951171875,72.77999877929688,77.38999938964844,77.87999725341797,35.39483634006697,54.862003326416016,10.668000221252441,12.442000389099121,7.872000217437744,19.23400115966797,76.13800048828125,91.8499984741211,92.08999633789062,78.36800384521484,98.63194444444444,98.67532467532467,91.12000274658203,56.748768472906406,41.82266009852217
resnet50,64.72600555419922,0.0,75.36600494384766,71.39200592041016,73.68400573730469,69.6780014038086,70.90400695800781,66.8759994506836,66.83600616455078,62.30800247192383,61.096004486083984,55.702003479003906,69.56000518798828,62.07600402832031,64.6760025024414,54.98200225830078,55.10600280761719,41.742000579833984,30.864002227783203,16.73400115966797,9.9660005569458,4.216000080108643,61.40400314331055,56.518001556396484,53.30600357055664,48.87000274658203,38.38600158691406,34.04600143432617,26.48000144958496,23.084001541137695,17.22800064086914,15.064001083374023,76.1300048828125,65.89400482177734,47.12800216674805,44.36600112915039,53.78600311279297,52.570003509521484,37.16200256347656,39.0880012512207,12.248000144958496,14.768000602722168,66.63400268554688,59.31200408935547,62.19400405883789,53.05800247192383,55.23400115966797,44.130001068115234,49.900001525878906,37.84400177001953,35.25400161743164,22.696001052856445,61.06200408935547,58.172000885009766,42.586002349853516,40.53000259399414,30.23000144958496,29.244001388549805,27.720001220703125,27.266000747680664,21.200000762939453,20.644001007080078,71.59000396728516,65.48400115966797,59.00800323486328,52.25400161743164,43.242000579833984,37.1140022277832,28.674001693725586,25.560001373291016,12.802000999450684,12.0260009765625,61.63200378417969,59.428001403808594,49.650001525878906,47.32200241088867,31.240001678466797,29.834001541137695,13.0260009765625,14.53600025177002,2.55400013923645,4.466000080108643,52.83000183105469,38.66400146484375,15.988000869750977,11.580000877380371,8.336000442504883,51.3640022277832,47.04600143432617,40.410003662109375,37.75600051879883,29.274002075195312,29.762001037597656,10.244000434875488,13.758000373840332,2.2900002002716064,4.62600040435791,65.8479995727539,63.83400344848633,62.048004150390625,60.49800109863281,58.77800369262695,57.40800094604492,47.48800277709961,47.28000259399414,31.746002197265625,33.182003021240234,67.09200286865234,62.37600326538086,57.01000213623047,51.46800231933594,40.84600067138672,34.672000885009766,24.3960018157959,19.876001358032227,16.522001266479492,13.370000839233398,60.09800338745117,63.33000183105469,65.48400115966797,60.83200454711914,38.682003021240234,48.71200180053711,24.280000686645508,32.29199981689453,19.634000778198242,22.604001998901367,69.54400634765625,64.30000305175781,65.406005859375,60.46400451660156,72.63800048828125,68.74200439453125,61.906002044677734,57.43800354003906,48.3900032043457,44.4640007019043,59.44200134277344,57.130001068115234,45.47200393676758,42.79600143432617,28.582000732421875,27.148000717163086,9.062000274658203,10.832000732421875,3.242000102996826,5.072000026702881,50.298004150390625,51.94400405883789,35.858001708984375,30.286001205444336,37.16600036621094,32.59600067138672,24.98400115966797,21.91200065612793,18.672000885009766,15.938000679016113,72.18000030517578,69.96600341796875,62.246002197265625,58.006004333496094,57.21800231933594,45.41600036621094,34.316001892089844,36.37000274658203,25.816001892089844,23.656002044677734,61.29600143432617,59.362003326416016,54.41800308227539,52.5420036315918,34.55000305175781,32.32200241088867,23.920001983642578,22.564001083374023,13.998001098632812,13.774001121520996,76.1300048828125,52.19000244140625,43.29600143432617,42.67400360107422,37.37600326538086,35.022003173828125,29.976001739501953,28.81800079345703,26.306001663208008,22.87200164794922,36.173336029052734,24.091651916503906,67.53832281334536,52.479711451758334,63.32999801635742,63.209999084472656,83.68000030517578,72.29000091552734,72.69999694824219,77.72999572753906,78.08999633789062,35.75132332289079,55.790000915527344,10.559999465942383,11.42400074005127,6.318000316619873,20.48200035095215,76.1300048828125,91.86000061035156,92.1199951171875,78.86400604248047,98.54166666666667,98.60606060606061,90.656005859375,57.04433497536946,43.84236453201971
resnet50_imagenet_100percent_batch64_original_images,64.5040054321289,1.786666750907898,75.9800033569336,71.01200103759766,73.13800048828125,68.7040023803711,70.06999969482422,65.47200012207031,65.3740005493164,60.33400344848633,58.682003021240234,53.03200149536133,75.9800033569336,61.428001403808594,61.9160041809082,54.24200439453125,51.298004150390625,40.43400192260742,28.154001235961914,15.618000984191895,8.223999977111816,3.4280002117156982,61.59400177001953,56.82600402832031,53.332000732421875,49.204002380371094,38.05800247192383,34.130001068115234,25.992000579833984,23.12200164794922,17.106000900268555,15.26400089263916,69.0580062866211,65.66200256347656,46.66200256347656,43.68800354003906,52.082000732421875,51.410003662109375,35.586002349853516,37.93000030517578,11.25200080871582,14.886000633239746,75.9800033569336,56.544002532958984,58.74400329589844,49.78600311279297,51.19000244140625,40.37000274658203,46.000003814697266,34.444000244140625,31.200000762939453,19.748001098632812,75.9800033569336,56.820003509521484,39.92400360107422,38.564002990722656,27.426000595092773,26.738000869750977,25.56800079345703,24.722002029418945,19.152000427246094,18.34600067138672,75.9800033569336,65.49400329589844,59.10600280761719,52.638004302978516,44.40400314331055,38.26000213623047,30.660001754760742,26.32600212097168,13.596000671386719,12.000000953674316,75.9800033569336,59.5260009765625,49.46000289916992,48.14400100708008,30.84600067138672,31.128002166748047,13.022000312805176,15.374000549316406,3.070000171661377,4.754000186920166,53.46200180053711,39.36000061035156,17.52400016784668,12.720000267028809,8.694000244140625,75.9800033569336,48.96200180053711,40.134002685546875,38.5880012512207,29.064001083374023,29.97800064086914,10.94800090789795,14.166000366210938,2.9160001277923584,4.964000225067139,75.9800033569336,63.5780029296875,61.526004791259766,60.176002502441406,58.410003662109375,57.496002197265625,48.03000259399414,48.40400314331055,33.746002197265625,35.448001861572266,67.17000579833984,62.358001708984375,56.86000442504883,51.06200408935547,40.60000228881836,33.83400344848633,24.172000885009766,19.21200180053711,16.404001235961914,12.780000686645508,75.9800033569336,61.788002014160156,61.11600112915039,58.71000289916992,34.90999984741211,46.816001892089844,20.748001098632812,31.454002380371094,17.41200065612793,23.152000427246094,75.9800033569336,63.51200485229492,64.54000091552734,59.2660026550293,71.9520034790039,68.1520004272461,59.82200241088867,55.53200149536133,44.64800262451172,41.78000259399414,75.9800033569336,57.77400207519531,46.432003021240234,44.590003967285156,29.828001022338867,29.304000854492188,9.954000473022461,12.59000015258789,3.6120002269744873,6.1060004234313965,46.7400016784668,49.77400207519531,30.75800132751465,26.14000129699707,33.314002990722656,29.306001663208008,20.96200180053711,18.376001358032227,14.49000072479248,13.022000312805176,75.9800033569336,70.04800415039062,60.69600296020508,57.788002014160156,55.28400421142578,45.00600051879883,33.60200119018555,37.1400032043457,25.264001846313477,25.428001403808594,75.9800033569336,59.55000305175781,55.02800369262695,53.16400146484375,35.784000396728516,33.84800338745117,25.492000579833984,24.256000518798828,15.282000541687012,15.26400089263916,75.9800033569336,51.182003021240234,42.84600067138672,41.836002349853516,37.24800109863281,34.768001556396484,30.552001953125,28.66600227355957,26.79400062561035,23.104001998901367,35.116668701171875,22.649295806884766,69.702434625789,51.307484220018026,63.52000045776367,63.22999954223633,83.43999481201172,72.58999633789062,72.9000015258789,77.62999725341797,77.94999694824219,34.8925137733607,56.2760009765625,10.738000869750977,12.706000328063965,7.822000503540039,18.924001693725586,75.9800033569336,91.37999725341797,92.1500015258789,77.9520034790039,98.40972222222221,98.54545454545455,90.86400604248047,58.7192118226601,42.857142857142854
dpn68,66.9320068359375,3.573333501815796,75.802001953125,71.8800048828125,74.906005859375,70.6760025024414,73.11600494384766,68.59200286865234,70.17400360107422,65.13600158691406,65.52400207519531,59.66800308227539,69.906005859375,63.612003326416016,65.34000396728516,57.38600158691406,55.67000198364258,44.948001861572266,29.04400062561035,17.850000381469727,6.342000484466553,3.6600000858306885,56.67400360107422,54.40400314331055,46.342002868652344,45.85600280761719,29.864002227783203,30.756000518798828,18.426000595092773,19.810001373291016,10.434000968933105,11.848000526428223,67.87200164794922,65.80400085449219,46.85600280761719,44.13200378417969,62.25800323486328,58.48200225830078,50.5160026550293,47.36000061035156,22.066001892089844,21.43000030517578,64.6820068359375,58.112003326416016,59.03000259399414,51.496002197265625,50.83400344848633,41.67400360107422,46.6140022277832,35.73800277709961,33.35200119018555,20.838001251220703,63.720001220703125,61.20600128173828,47.03600311279297,46.46600341796875,36.092002868652344,35.84600067138672,33.41200256347656,33.75400161743164,26.84400177001953,27.584001541137695,69.98600006103516,64.93000030517578,53.7920036315918,49.47800064086914,36.288002014160156,33.30000305175781,22.654001235961914,21.104000091552734,8.506000518798828,8.818000793457031,67.69000244140625,64.38800048828125,60.952003479003906,57.39600372314453,49.1660041809082,46.00200271606445,31.654001235961914,30.39200210571289,11.904000282287598,11.952000617980957,58.12600326538086,45.422000885009766,20.022001266479492,13.734000205993652,8.622000694274902,53.7660026550293,51.810001373291016,48.46800231933594,42.77400207519531,42.10200119018555,36.88199996948242,25.84600067138672,23.62200164794922,11.02400016784668,10.746000289916992,66.63600158691406,65.9000015258789,62.400001525878906,63.3380012512207,58.69200134277344,60.80400466918945,45.82600402832031,52.32200241088867,29.452001571655273,39.90800094604492,67.90800476074219,64.10600280761719,59.44600296020508,55.130001068115234,43.16600036621094,38.540000915527344,24.580001831054688,21.59600067138672,15.03600025177002,13.648000717163086,66.3800048828125,68.19800567626953,65.4000015258789,66.59000396728516,55.68600082397461,60.86600112915039,43.19600296020508,48.69400405883789,31.624000549316406,37.452003479003906,71.86600494384766,66.81000518798828,68.45800018310547,63.302001953125,73.78800201416016,70.1780014038086,67.9320068359375,63.320003509521484,59.92000198364258,54.682003021240234,66.76800537109375,63.538002014160156,58.69200134277344,55.28400421142578,46.59400177001953,43.78200149536133,25.316001892089844,24.078001022338867,12.496000289916992,12.334000587463379,55.5160026550293,55.59800338745117,44.91200256347656,36.89200210571289,44.65400314331055,38.54600143432617,33.8640022277832,27.466001510620117,31.94000244140625,23.882001876831055,72.93400573730469,70.49600219726562,64.67200469970703,60.93400192260742,59.28600311279297,50.840003967285156,40.60200119018555,41.63200378417969,32.84800338745117,30.36800193786621,67.97600555419922,64.13400268554688,63.452003479003906,60.182003021240234,47.340003967285156,44.922000885009766,36.486000061035156,34.784000396728516,24.490001678466797,23.428001403808594,75.86800384521484,50.43800354003906,40.62000274658203,40.27400207519531,34.422000885009766,32.512001037597656,27.012001037597656,26.09600067138672,23.410001754760742,20.18600082397461,38.970001220703125,26.092082977294922,69.43192064923355,53.29125338142471,63.41999816894531,63.1099967956543,83.75999450683594,72.80999755859375,72.94999694824219,78.4000015258789,78.41999816894531,34.51982283677217,44.91999816894531,8.378000259399414,10.582000732421875,6.980000019073486,24.75800132751465,75.86800384521484,91.63999938964844,91.9000015258789,78.76800537109375,98.47916666666666,98.60606060606061,90.83200073242188,61.231527093596064,44.187192118226605
resnet50_deepaugment_augmix,65.89800262451172,3.880000114440918,75.29000091552734,73.60600280761719,74.09600067138672,72.38600158691406,72.18600463867188,70.41200256347656,69.28400421142578,67.35600280761719,65.71200561523438,63.36600112915039,73.69000244140625,70.98600006103516,72.25,68.68800354003906,69.35400390625,64.32600402832031,61.41400146484375,50.19200134277344,46.0880012512207,25.500001907348633,72.75,69.67200469970703,70.56999969482422,66.79199981689453,63.96800231933594,58.6660041809082,55.12600326538086,48.022003173828125,42.4900016784668,34.552001953125,70.75200653076172,70.42200469970703,48.50200271606445,48.55000305175781,64.77000427246094,63.750003814697266,53.86600112915039,53.590003967285156,29.566001892089844,29.928001403808594,68.09200286865234,65.72000122070312,64.31999969482422,61.428001403808594,59.070003509521484,55.20000076293945,55.762001037597656,51.85000228881836,44.3280029296875,38.676002502441406,68.21800231933594,66.61800384521484,57.478004455566406,56.064002990722656,49.156002044677734,47.46000289916992,46.98800277709961,45.724002838134766,41.54600143432617,40.20000076293945,74.99800109863281,72.552001953125,72.01800537109375,68.33800506591797,67.18000030517578,61.67400360107422,60.368003845214844,53.118003845214844,41.84400177001953,31.76000213623047,71.67400360107422,69.63800048828125,68.5300064086914,65.47600555419922,63.09400177001953,58.336002349853516,54.772003173828125,48.798004150390625,42.176002502441406,34.68600082397461,68.31400299072266,60.73600387573242,38.130001068115234,31.57400131225586,23.21000099182129,69.96600341796875,67.8800048828125,66.60200500488281,63.096004486083984,63.47600173950195,58.73600387573242,55.2660026550293,49.000003814697266,44.60200119018555,37.12000274658203,70.68000030517578,68.24400329589844,68.37200164794922,65.88200378417969,66.61400604248047,63.910003662109375,60.30400466918945,58.130001068115234,51.39400100708008,50.37200164794922,74.03800201416016,71.86000061035156,71.98400115966797,69.08600616455078,66.97600555419922,62.32200241088867,56.130001068115234,48.50600051879883,45.35200119018555,36.05400085449219,74.48800659179688,73.13200378417969,74.56000518798828,72.84000396728516,71.79800415039062,69.93600463867188,65.71800231933594,64.0780029296875,55.538002014160156,56.5780029296875,70.89800262451172,69.14400482177734,66.91800689697266,65.16600036621094,73.24200439453125,71.85600280761719,66.85200500488281,64.96600341796875,60.686004638671875,57.836002349853516,71.51800537109375,69.44000244140625,67.95800018310547,64.7300033569336,62.68400192260742,58.288002014160156,53.12800216674805,47.25800323486328,46.314002990722656,39.06800079345703,63.840003967285156,63.89800262451172,54.61000442504883,50.624000549316406,52.56800079345703,50.090003967285156,41.97600173950195,39.37000274658203,37.44200134277344,34.406002044677734,73.5300064086914,72.74800109863281,68.64600372314453,65.82200622558594,67.98200225830078,60.53600311279297,54.20000076293945,50.5260009765625,45.73800277709961,39.0880012512207,72.52200317382812,70.63200378417969,70.83200073242188,68.40800476074219,64.57400512695312,61.130001068115234,59.868003845214844,55.74200439453125,53.94000244140625,48.72800064086914,63.03400421142578,64.3740005493164,55.7660026550293,57.2660026550293,51.45000076293945,51.84800338745117,42.922000885009766,44.05600357055664,38.95000076293945,35.316001892089844,46.77000045776367,32.6180534362793,73.3092876465284,60.41478809738503,63.529998779296875,63.53999710083008,82.55999755859375,72.72999572753906,72.6500015258789,78.5199966430664,78.50999450683594,35.15717835151777,70.3800048828125,26.23400115966797,31.692001342773438,6.624000549316406,35.926002502441406,75.82200622558594,91.72999572753906,91.95999908447266,78.32000732421875,98.47222222222223,98.65800865800865,90.96000671386719,64.63054187192118,51.6256157635468
resnet50-randomized_smoothing_noise_0.00,64.42200469970703,1.8933334350585938,75.73999786376953,71.08000183105469,73.22000122070312,68.91999816894531,69.79999542236328,65.43999481201172,65.31999969482422,60.57999801635742,58.959999084472656,53.5,75.73999786376953,62.15999984741211,63.5,54.779998779296875,53.119998931884766,41.41999816894531,29.0,16.139999389648438,9.300000190734863,3.679999828338623,61.15999984741211,57.459999084472656,53.18000030517578,49.71999740600586,37.39999771118164,33.779998779296875,25.079999923706055,22.51999855041504,16.219999313354492,14.0,68.9000015258789,65.68000030517578,47.03999710083008,43.099998474121094,52.52000045776367,52.05999755859375,36.73999786376953,38.63999938964844,12.859999656677246,14.139999389648438,75.73999786376953,57.69999694824219,59.599998474121094,51.21999740600586,52.439998626708984,42.279998779296875,47.71999740600586,36.0,32.380001068115234,20.81999969482422,75.73999786376953,56.599998474121094,39.439998626708984,38.939998626708984,27.239999771118164,28.079999923706055,25.51999855041504,25.799999237060547,19.68000030517578,19.279998779296875,75.73999786376953,65.54000091552734,59.52000045776367,53.05999755859375,44.53999710083008,39.15999984741211,29.399999618530273,26.34000015258789,13.039999961853027,11.84000015258789,75.73999786376953,60.459999084472656,51.279998779296875,47.939998626708984,33.2599983215332,29.01999855041504,15.15999984741211,14.179999351501465,3.5399999618530273,4.0,52.97999954223633,38.099998474121094,16.639999389648438,11.880000114440918,8.34000015258789,75.73999786376953,48.05999755859375,40.86000061035156,36.68000030517578,31.799999237060547,28.420000076293945,13.0,12.380000114440918,3.3999998569488525,4.079999923706055,75.73999786376953,64.58000183105469,61.87999725341797,61.02000045776367,59.15999984741211,57.86000061035156,48.39999771118164,48.15999984741211,33.5,34.68000030517578,67.95999908447266,63.07999801635742,56.7599983215332,51.53999710083008,39.459999084472656,33.70000076293945,21.3799991607666,17.979999542236328,13.319999694824219,11.039999961853027,75.73999786376953,62.7599983215332,59.19999694824219,59.63999938964844,38.79999923706055,48.47999954223633,24.279998779296875,33.21999740600586,21.079999923706055,25.119998931884766,75.73999786376953,63.97999954223633,65.6199951171875,60.279998779296875,72.0199966430664,68.5999984741211,60.37999725341797,56.19999694824219,47.099998474121094,42.91999816894531,75.73999786376953,57.71999740600586,47.0,42.89999771118164,30.619998931884766,26.959999084472656,11.239999771118164,10.880000114440918,4.480000019073486,5.239999771118164,47.73999786376953,50.599998474121094,32.21999740600586,27.81999969482422,34.07999801635742,30.479999542236328,22.219999313354492,19.600000381469727,15.960000038146973,13.799999237060547,75.73999786376953,70.36000061035156,60.97999954223633,57.89999771118164,54.279998779296875,44.55999755859375,32.47999954223633,36.71999740600586,24.84000015258789,25.219999313354492,75.73999786376953,59.34000015258789,54.68000030517578,52.15999984741211,34.599998474121094,30.15999984741211,25.31999969482422,21.34000015258789,15.739999771118164,13.15999984741211,75.73999786376953,51.619998931884766,42.119998931884766,41.02000045776367,35.79999923706055,33.63999938964844,28.639999389648438,27.079999923706055,25.8799991607666,21.219999313354492,35.163333892822266,23.28597640991211,67.98917944093779,50.586113615870154,63.63999938964844,63.77000045776367,83.5199966430664,72.69999694824219,72.58999633789062,78.04999542236328,78.15999603271484,34.471210975478016,55.750003814697266,9.998000144958496,12.262001037597656,7.259999752044678,20.11600112915039,75.69000244140625,91.50999450683594,91.93000030517578,77.88800048828125,98.5486111111111,98.67532467532467,90.86400604248047,60.98522167487685,44.23645320197044
densenet169,65.79400634765625,3.2133333683013916,75.52200317382812,72.23600006103516,74.57200622558594,71.2560043334961,72.95800018310547,69.34200286865234,70.29400634765625,66.1500015258789,66.22600555419922,61.44600296020508,74.29199981689453,68.94800567626953,72.86800384521484,66.11600494384766,69.29800415039062,59.37600326538086,56.346004486083984,37.25800323486328,32.40400314331055,12.24000072479248,62.276004791259766,58.724002838134766,54.60000228881836,51.384002685546875,39.89600372314453,37.0420036315918,27.488000869750977,25.404001235961914,18.04400062561035,16.718000411987305,68.02200317382812,66.48600006103516,46.814002990722656,44.67400360107422,55.68400192260742,54.86000442504883,40.720001220703125,41.99400329589844,14.756000518798828,16.947999954223633,71.49000549316406,65.89600372314453,68.64800262451172,61.74400329589844,62.53600311279297,53.660003662109375,56.676002502441406,46.33400344848633,42.45800018310547,30.00800132751465,64.61800384521484,61.35400390625,49.95000076293945,46.72800064086914,38.98200225830078,36.230003356933594,36.724002838134766,34.448001861572266,30.25400161743164,27.804000854492188,70.8080062866211,66.5,60.08000183105469,54.53600311279297,44.72600173950195,40.768001556396484,28.428001403808594,28.31800079345703,10.666000366210938,13.43600082397461,66.01800537109375,62.548004150390625,58.380001068115234,53.93400192260742,45.74400329589844,40.112003326416016,29.472002029418945,24.496000289916992,11.942000389099121,9.660000801086426,55.842002868652344,42.27400207519531,18.802000045776367,13.542000770568848,9.164000511169434,55.25200271606445,50.89400100708008,48.96000289916992,41.93000030517578,42.11600112915039,35.290000915527344,26.378002166748047,20.942001342773438,12.238000869750977,9.53600025177002,67.01399993896484,65.656005859375,63.52000427246094,62.50400161743164,60.89200210571289,59.92400360107422,52.060001373291016,51.67000198364258,39.87600326538086,39.95600128173828,68.27000427246094,63.96600341796875,58.63200378417969,53.28000259399414,41.31800079345703,34.7660026550293,23.066001892089844,18.398000717163086,14.35400104522705,11.794000625610352,64.71600341796875,66.37000274658203,67.06600189208984,64.24600219726562,47.182003021240234,54.55400085449219,34.85600280761719,41.14600372314453,35.16800308227539,32.37600326538086,74.00800323486328,69.5780029296875,69.38400268554688,64.44600677490234,74.1300048828125,71.0780029296875,68.08800506591797,63.92200469970703,58.32400131225586,53.922000885009766,65.6240005493164,61.98200225830078,56.814002990722656,51.720001220703125,44.21800231933594,38.45000076293945,24.336000442504883,19.748001098632812,13.040000915527344,10.056000709533691,57.54600143432617,56.25800323486328,46.05600357055664,36.540000915527344,46.44600296020508,38.88600158691406,33.71800231933594,26.940000534057617,30.23200225830078,22.418001174926758,72.88800048828125,71.14000701904297,64.69200134277344,61.55000305175781,60.086002349853516,51.53600311279297,38.15800094604492,41.12800216674805,30.852001190185547,29.288002014160156,66.91600036621094,63.80000305175781,62.388004302978516,58.64800262451172,45.75200271606445,41.65800094604492,35.522003173828125,31.580001831054688,23.768001556396484,20.392000198364258,75.60000610351562,52.406002044677734,41.69200134277344,41.97600173950195,36.38600158691406,35.09600067138672,28.89200210571289,28.340002059936523,25.57200050354004,22.490001678466797,39.63333511352539,27.302560806274414,70.24346257889991,53.11091073038774,63.869998931884766,63.54999923706055,83.91999816894531,72.22000122070312,72.26000213623047,77.90999603271484,78.04000091552734,35.36782975045911,54.97999954223633,11.279999732971191,12.119999885559082,8.800000190734863,24.518001556396484,75.60000610351562,91.72999572753906,91.97999572753906,79.00800323486328,98.39583333333334,98.51082251082252,90.76800537109375,59.162561576354676,44.63054187192118
resnet50-vtab,64.44600677490234,1.6266666650772095,75.26800537109375,72.35000610351562,74.31800079345703,71.20800018310547,72.56999969482422,68.82200622558594,69.45800018310547,65.04400634765625,64.43000030517578,59.108001708984375,69.56600189208984,64.26200103759766,64.80599975585938,57.836002349853516,55.12600326538086,44.8120002746582,30.404001235961914,18.23400115966797,9.676000595092773,4.064000129699707,60.35400390625,56.99400329589844,52.768001556396484,49.242000579833984,37.362003326416016,33.7400016784668,24.990001678466797,22.106000900268555,16.312000274658203,14.566000938415527,67.3280029296875,66.08399963378906,45.27400207519531,43.762001037597656,53.88200378417969,53.39800262451172,38.47800064086914,40.36600112915039,13.65000057220459,16.12200164794922,66.60000610351562,61.30000305175781,61.842002868652344,55.16800308227539,54.346004486083984,45.60600280761719,48.58400344848633,39.10200119018555,34.16400146484375,23.556001663208008,63.56200408935547,60.64800262451172,46.71600341796875,44.39600372314453,34.72800064086914,33.05800247192383,32.66800308227539,30.782001495361328,25.990001678466797,24.34400177001953,70.43600463867188,65.56800079345703,58.24400329589844,52.768001556396484,44.65800094604492,38.62000274658203,31.28400230407715,26.59200096130371,13.340001106262207,12.094000816345215,63.79000473022461,60.310001373291016,54.108001708984375,50.21600341796875,38.2660026550293,34.9640007019043,20.772001266479492,19.09600067138672,6.948000431060791,6.6620001792907715,53.978004455566406,39.75800323486328,16.676000595092773,11.648000717163086,7.836000442504883,52.724002838134766,48.99800109863281,44.5880012512207,39.80600357055664,35.89800262451172,32.522003173828125,18.282001495361328,16.996000289916992,6.548000335693359,6.8560004234313965,66.63600158691406,65.0040054321289,63.48200225830078,62.20000457763672,61.048004150390625,59.728004455566406,51.89600372314453,51.35600280761719,38.37200164794922,38.996002197265625,66.09600067138672,62.67200469970703,55.41400146484375,51.31200408935547,38.172000885009766,34.13800048828125,21.27800178527832,18.5260009765625,13.464000701904297,11.890000343322754,66.85400390625,66.77400207519531,66.73600006103516,64.7820053100586,47.77800369262695,55.224002838134766,31.304000854492188,39.3900032043457,27.246002197265625,29.536001205444336,74.39400482177734,70.48200225830078,69.53800201416016,65.3080062866211,74.64800262451172,71.60600280761719,69.37800598144531,64.8479995727539,59.12400436401367,54.07400131225586,62.6660041809082,59.294002532958984,50.678001403808594,47.25800323486328,36.070003509521484,32.99800109863281,16.240001678466797,14.9660005569458,7.6060004234313965,7.390000343322754,53.46000289916992,54.452003479003906,41.858001708984375,34.12600326538086,43.19600296020508,36.862003326416016,32.36800003051758,26.310001373291016,28.214000701904297,21.354000091552734,71.82600402832031,70.60000610351562,62.060001373291016,59.842002868652344,57.06200408935547,48.32200241088867,34.63600158691406,38.25,26.654001235961914,26.256000518798828,64.8080062866211,61.89800262451172,58.91200256347656,55.72200393676758,39.73800277709961,36.90400314331055,29.420001983642578,27.014001846313477,18.946001052856445,17.128000259399414,49.660003662109375,51.80800247192383,40.534000396728516,41.59800338745117,34.3120002746582,33.802001953125,27.266000747680664,27.55000114440918,23.84200096130371,21.59200096130371,,25.335535049438477,68.98106402164112,52.29936880072137,63.63999938964844,63.5099983215332,83.68000030517578,72.33999633789062,72.73999786376953,77.30999755859375,77.83000183105469,32.34309171437831,,,,,21.59400177001953,75.54199981689453,91.48999786376953,,78.56000518798828,98.47222222222223,,90.54400634765625,58.76847290640394,43.5960591133005
resnet50_with_brightness_aws,63.24800109863281,2.0399999618530273,75.2820053100586,71.44800567626953,75.09000396728516,71.05599975585938,74.87000274658203,70.06999969482422,74.33200073242188,68.57400512695312,73.5840072631836,66.24000549316406,75.2820053100586,62.41400146484375,65.1300048828125,55.836002349853516,56.380001068115234,43.64800262451172,36.23800277709961,21.48400115966797,16.68800163269043,7.278000354766846,60.9160041809082,56.28000259399414,53.006004333496094,49.4160041809082,38.33400344848633,34.46800231933594,26.554000854492188,23.302001953125,17.36600112915039,15.308000564575195,68.052001953125,65.00200653076172,45.38800048828125,42.46200180053711,53.47200393676758,51.996002197265625,37.09600067138672,38.768001556396484,12.418000221252441,15.3100004196167,75.2820053100586,57.45000457763672,60.070003509521484,50.44600296020508,52.288002014160156,40.564002990722656,46.64200210571289,34.034000396728516,31.266000747680664,18.030000686645508,75.2820053100586,59.17200469970703,43.37600326538086,42.48400115966797,31.556001663208008,31.124000549316406,28.82600212097168,28.59400177001953,22.338001251220703,22.308000564575195,75.2820053100586,64.61400604248047,58.02800369262695,52.362003326416016,44.820003509521484,39.12000274658203,32.36600112915039,27.702001571655273,15.594000816345215,13.300000190734863,75.2820053100586,59.708003997802734,52.97800064086914,50.566001892089844,37.996002197265625,37.320003509521484,21.06800079345703,23.450000762939453,7.850000381469727,10.320000648498535,53.93600082397461,40.652000427246094,18.086000442504883,13.420001029968262,9.676000595092773,75.2820053100586,49.64800262451172,42.82400131225586,41.71800231933594,33.932003021240234,34.87800216674805,17.1820011138916,20.404001235961914,6.9200005531311035,9.648000717163086,75.2820053100586,63.474002838134766,62.182003021240234,60.454002380371094,60.07400131225586,58.22600173950195,52.47200393676758,51.518001556396484,42.336002349853516,42.65800094604492,66.61199951171875,62.10600280761719,57.00400161743164,50.93600082397461,40.544002532958984,33.582000732421875,23.768001556396484,18.976001739501953,15.972001075744629,12.586000442504883,75.2820053100586,63.846004486083984,62.96600341796875,61.87400436401367,44.124000549316406,51.470001220703125,31.476001739501953,37.650001525878906,24.992000579833984,30.102001190185547,75.2820053100586,62.98800277709961,63.73400115966797,59.00200271606445,72.6780014038086,68.46800231933594,63.77800369262695,58.14600372314453,53.332000732421875,47.000003814697266,75.2820053100586,57.90800094604492,50.39600372314453,47.48400115966797,35.82400131225586,35.42000198364258,16.32000160217285,18.674001693725586,7.962000370025635,10.570000648498535,49.07200241088867,52.000003814697266,35.84000015258789,30.672000885009766,37.43000030517578,33.5880012512207,26.692001342773438,23.362001419067383,22.91400146484375,18.50200080871582,75.2820053100586,69.62200164794922,61.156002044677734,58.39400100708008,56.15400314331055,46.61600112915039,35.15999984741211,37.68000030517578,27.34600067138672,26.07400131225586,75.2820053100586,59.772003173828125,57.810001373291016,54.28200149536133,41.52000045776367,39.384002685546875,32.04600143432617,31.1460018157959,21.334001541137695,22.00200080871582,75.2820053100586,50.928001403808594,41.84000015258789,41.21800231933594,36.130001068115234,33.85200119018555,29.126001358032227,27.39000129699707,25.674001693725586,21.678001403808594,36.643333435058594,24.79317855834961,68.62037871956717,50.13525698827773,62.64999771118164,62.709999084472656,83.43999481201172,71.38999938964844,71.40999603271484,76.75999450683594,76.97999572753906,33.57999351841849,58.540000915527344,11.346000671386719,13.500000953674316,7.728000164031982,20.84800148010254,75.2820053100586,91.05999755859375,91.37999725341797,77.31200408935547,98.45833333333334,98.7878787878788,90.73600769042969,58.3743842364532,42.5615763546798
resnet50_swav,72.05400085449219,5.519999980926514,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30.206666946411133,18.927471160888672,71.5058611361587,54.73399458972047,62.349998474121094,62.21999740600586,83.68000030517578,71.26000213623047,71.27999877929688,77.00999450683594,76.95999908447266,30.031327643945122,,,,,15.586000442504883,75.26800537109375,91.4000015258789,91.30999755859375,76.96000671386719,98.64583333333333,98.51948051948052,90.08000183105469,57.536945812807886,44.285714285714285
resnet50_with_spatter_aws,62.9900016784668,2.2133333683013916,75.21000671386719,70.73400115966797,72.38600158691406,68.57600402832031,69.15400695800781,64.86199951171875,64.4280014038086,59.36600112915039,57.4160041809082,51.608001708984375,75.21000671386719,60.768001556396484,60.746002197265625,53.14600372314453,48.98200225830078,38.63199996948242,23.09200096130371,13.440000534057617,5.986000061035156,3.014000177383423,61.208003997802734,57.302001953125,54.02800369262695,50.53400421142578,39.492000579833984,36.272003173828125,27.39200210571289,24.93600082397461,17.900001525878906,16.4060001373291,68.3479995727539,65.58000183105469,47.566001892089844,44.62200164794922,58.7660026550293,56.60400390625,43.63800048828125,44.46000289916992,16.29800033569336,20.126001358032227,75.21000671386719,55.660003662109375,56.5780029296875,48.21600341796875,48.16400146484375,38.01000213623047,43.25400161743164,31.968002319335938,29.014001846313477,17.576000213623047,75.21000671386719,57.820003509521484,42.5880012512207,41.2140007019043,30.05000114440918,29.8700008392334,27.488000869750977,27.840002059936523,21.136001586914062,21.404001235961914,75.21000671386719,65.34400177001953,59.4900016784668,53.62000274658203,46.86000061035156,40.362003326416016,34.59400177001953,28.900001525878906,17.670000076293945,13.920001029968262,75.21000671386719,59.698001861572266,46.018001556396484,48.5420036315918,26.20600128173828,31.922000885009766,10.182000160217285,15.61400032043457,2.31600022315979,5.082000255584717,57.066001892089844,45.59800338745117,21.95600128173828,16.402000427246094,11.53600025177002,75.21000671386719,53.94400405883789,36.53000259399414,41.20800018310547,26.040000915527344,31.93600082397461,8.450000762939453,14.452000617980957,2.122000217437744,5.11400032043457,75.21000671386719,63.368003845214844,61.62000274658203,59.83200454711914,58.66200256347656,56.94000244140625,48.5160026550293,46.18600082397461,33.7140007019043,30.43600082397461,66.1760025024414,62.400001525878906,55.6660041809082,51.40400314331055,38.980003356933594,34.134002685546875,23.21200180053711,19.23200035095215,15.434000968933105,12.902000427246094,75.21000671386719,65.02400207519531,50.76000213623047,63.0680046081543,28.170001983642578,49.660003662109375,14.10200023651123,30.910001754760742,14.35400104522705,20.176000595092773,75.21000671386719,63.16400146484375,63.14200210571289,58.28400421142578,71.60800170898438,67.71200561523438,59.130001068115234,55.204002380371094,44.18800354003906,41.820003509521484,75.21000671386719,58.64400100708008,43.60600280761719,46.0420036315918,26.158000946044922,30.89000129699707,7.9760003089904785,13.140000343322754,2.742000102996826,6.410000324249268,54.90200424194336,53.6400032043457,40.44600296020508,31.75400161743164,42.58400344848633,34.27400207519531,30.240001678466797,22.928001403808594,21.058000564575195,16.40999984741211,75.21000671386719,70.63800048828125,74.87800598144531,65.74400329589844,74.44800567626953,58.54600143432617,74.4800033569336,44.93000030517578,73.99400329589844,35.40999984741211,75.21000671386719,60.78000259399414,54.0420036315918,54.94200134277344,34.47600173950195,36.62600326538086,24.156002044677734,26.312002182006836,13.97800064086914,16.780000686645508,75.21000671386719,52.794002532958984,42.842002868652344,43.31800079345703,36.604000091552734,35.50600051879883,29.50200080871582,29.14200210571289,25.694002151489258,23.07400131225586,34.47666931152344,21.94187355041504,68.25969341749324,50.94679891794409,62.599998474121094,62.619998931884766,82.72000122070312,72.04999542236328,72.13999938964844,77.02999877929688,77.33000183105469,33.36394080155558,57.64600372314453,10.846000671386719,13.468000411987305,7.826000213623047,19.858001708984375,75.21000671386719,91.32999420166016,91.70999908447266,77.68000030517578,98.50694444444444,98.74458874458874,90.35200500488281,58.86699507389162,43.99014778325123
densenet121_lpf3,63.62200164794922,2.813333511352539,74.37000274658203,70.52400207519531,72.61800384521484,68.68000030517578,69.99600219726562,65.70800018310547,65.98400115966797,61.11000442504883,60.156002044677734,54.21800231933594,68.06800079345703,60.362003326416016,62.68400192260742,52.87200164794922,52.29600143432617,38.34400177001953,27.442001342773438,13.03600025177002,7.270000457763672,2.820000171661377,60.54600143432617,55.704002380371094,52.08000183105469,47.70600128173828,36.19000244140625,31.946001052856445,23.1820011138916,20.18600082397461,13.808000564575195,12.394001007080078,68.19000244140625,64.79199981689453,45.5420036315918,42.43600082397461,49.868003845214844,49.64800262451172,34.316001892089844,37.09800338745117,10.868000984191895,14.488000869750977,64.59600067138672,56.926002502441406,59.40200424194336,50.172000885009766,52.04600143432617,41.23200225830078,47.592002868652344,36.09800338745117,33.62600326538086,22.214000701904297,60.01400375366211,57.28400421142578,41.832000732421875,40.452003479003906,29.588001251220703,29.064001083374023,27.410001754760742,27.166000366210938,20.916000366210938,20.88800048828125,70.94400024414062,64.86199951171875,58.07200241088867,51.35000228881836,41.3280029296875,36.314002990722656,25.492000579833984,23.492000579833984,8.718000411987305,9.794000625610352,60.19400405883789,58.08000183105469,48.63200378417969,45.092002868652344,30.330001831054688,26.628002166748047,11.806000709533691,10.756000518798828,2.1019999980926514,2.248000144958496,51.45000076293945,37.624000549316406,16.520000457763672,12.132000923156738,8.260000228881836,48.902000427246094,43.810001373291016,37.730003356933594,32.086002349853516,27.554000854492188,23.06800079345703,9.838000297546387,8.826000213623047,2.194000005722046,2.1740000247955322,64.83399963378906,62.772003173828125,61.526004791259766,59.4160041809082,58.9900016784668,56.888004302978516,50.61600112915039,48.836002349853516,38.71600341796875,36.85200119018555,66.37200164794922,60.92000198364258,55.80400085449219,48.452003479003906,38.67000198364258,31.080001831054688,21.588001251220703,16.630001068115234,14.086000442504883,10.986000061035156,61.936004638671875,62.62800216674805,66.02000427246094,60.496002197265625,47.458003997802734,49.86600112915039,34.7660026550293,37.93000030517578,33.78000259399414,31.36800193786621,68.71800231933594,63.71400451660156,64.32400512695312,59.30800247192383,71.93800354003906,68.24000549316406,60.7400016784668,56.518001556396484,47.402000427246094,43.24400329589844,57.958003997802734,55.57200241088867,43.68000030517578,40.09400177001953,27.64200210571289,23.852001190185547,8.600000381469727,8.064000129699707,2.6620001792907715,2.892000198364258,50.59800338745117,50.98400115966797,35.630001068115234,28.856000900268555,37.198001861572266,31.34600067138672,25.052001953125,21.07400131225586,18.648000717163086,14.896000862121582,71.0,69.14000701904297,60.66800308227539,57.27000427246094,55.842002868652344,46.04800033569336,35.608001708984375,36.80000305175781,27.202001571655273,25.106000900268555,59.7920036315918,58.31200408935547,52.316001892089844,50.46000289916992,31.930002212524414,28.80000114440918,21.940000534057617,19.220001220703125,12.370000839233398,10.950000762939453,75.14400482177734,50.522003173828125,42.54600143432617,40.72200012207031,36.422000885009766,33.03600311279297,29.106000900268555,26.898000717163086,25.512001037597656,21.304000854492188,36.116668701171875,23.68684959411621,69.25157799819658,52.02885482416592,62.39999771118164,62.47999954223633,83.04000091552734,71.83999633789062,71.83000183105469,77.0999984741211,77.48999786376953,35.06535594685103,54.55999755859375,8.5,10.319999694824219,6.639999866485596,19.634000778198242,75.14400482177734,91.15999603271484,91.91999816894531,77.61600494384766,98.44444444444444,98.58874458874459,90.38400268554688,56.79802955665024,41.083743842364534
densenet121_lpf5,63.07600402832031,3.18666672706604,74.37200164794922,70.82400512695312,72.5580062866211,69.05400085449219,69.91200256347656,66.23200225830078,65.88600158691406,61.42400360107422,60.314002990722656,54.88600158691406,68.71600341796875,62.24400329589844,64.38400268554688,56.220001220703125,55.7660026550293,44.19200134277344,34.5780029296875,19.586000442504883,13.244000434875488,5.078000068664551,59.95600128173828,55.58400344848633,51.750003814697266,47.5260009765625,35.33400344848633,30.588001251220703,22.218000411987305,18.95600128173828,13.160000801086426,11.486001014709473,68.39800262451172,65.34400177001953,47.2400016784668,44.46200180053711,49.25800323486328,49.676002502441406,33.1400032043457,36.560001373291016,10.730000495910645,13.622000694274902,66.28800201416016,59.39200210571289,62.202003479003906,53.790000915527344,55.73800277709961,44.94600296020508,50.41400146484375,38.50600051879883,35.45600128173828,22.750001907348633,60.27400207519531,57.00200271606445,43.422000885009766,40.480003356933594,31.720001220703125,29.50200080871582,29.886001586914062,27.628002166748047,23.45400047302246,21.536001205444336,70.85000610351562,65.04400634765625,57.52000427246094,51.176002502441406,40.35200119018555,35.53200149536133,25.238000869750977,22.43600082397461,9.074000358581543,8.580000877380371,60.00400161743164,57.814002990722656,50.224002838134766,46.72800064086914,35.54800033569336,31.334001541137695,17.56599998474121,16.928001403808594,3.808000087738037,5.3480000495910645,51.25400161743164,36.57200241088867,16.046001434326172,11.76400089263916,8.178000450134277,50.28000259399414,46.7400016784668,42.086002349853516,36.97600173950195,34.13800048828125,29.75800132751465,16.04800033569336,16.056001663208008,3.9800002574920654,5.87600040435791,65.15399932861328,63.46200180053711,61.644004821777344,60.272003173828125,59.31200408935547,57.702003479003906,50.78400421142578,49.458003997802734,38.954002380371094,37.61800003051758,66.86400604248047,61.3180046081543,56.75200271606445,49.85400390625,40.07600021362305,32.59000015258789,22.70800018310547,17.586000442504883,14.712000846862793,11.43600082397461,63.86000442504883,64.14800262451172,66.80000305175781,62.60400390625,48.73200225830078,51.7920036315918,37.198001861572266,40.81800079345703,37.1140022277832,35.650001525878906,68.37000274658203,63.92400360107422,63.80400466918945,59.44400405883789,72.03400421142578,68.60000610351562,62.12800216674805,57.52400207519531,49.67400360107422,45.31800079345703,58.27400207519531,56.246002197265625,47.00200271606445,43.552001953125,33.24800109863281,29.762001037597656,12.994000434875488,13.544000625610352,4.682000160217285,6.398000240325928,50.55000305175781,51.208003997802734,36.49800109863281,29.876001358032227,37.80000305175781,32.61600112915039,26.18600082397461,21.57400131225586,19.45400047302246,15.418001174926758,70.77000427246094,69.33600616455078,60.60600280761719,57.176002502441406,56.06800079345703,46.34400177001953,32.672000885009766,36.54600143432617,25.07200050354004,24.966001510620117,60.80000305175781,58.77400207519531,54.62800216674805,52.176002502441406,37.48800277709961,33.62000274658203,28.09400177001953,24.498001098632812,17.296001434326172,15.974000930786133,75.02799987792969,51.432003021240234,43.582000732421875,41.592002868652344,37.678001403808594,34.150001525878906,30.264001846313477,27.98200225830078,26.830001831054688,22.030000686645508,37.003334045410156,24.54557991027832,67.71866546438233,50.13525698827773,63.0,62.82999801635742,82.79999542236328,71.7699966430664,71.83000183105469,77.18999481201172,77.44999694824219,35.848547045479094,55.97999954223633,9.699999809265137,11.59999942779541,7.21999979019165,19.722000122070312,75.02799987792969,91.41999816894531,91.54999542236328,77.23200225830078,98.55555555555556,98.60606060606061,90.19200134277344,56.30541871921182,41.477832512315274
densenet121_lpf2,63.50200271606445,2.746666669845581,74.48400115966797,70.8800048828125,72.77000427246094,68.9320068359375,70.0300064086914,65.75200653076172,65.69600677490234,60.94000244140625,59.380001068115234,53.98400115966797,68.59600067138672,62.24400329589844,63.974002838134766,55.93600082397461,55.29600143432617,43.552001953125,33.97200012207031,19.27800178527832,13.36400032043457,4.746000289916992,60.96800231933594,56.65800094604492,52.98200225830078,48.96200180053711,38.17400360107422,33.93600082397461,25.8700008392334,22.358001708984375,16.77400016784668,14.166000366210938,68.66600036621094,65.51800537109375,46.630001068115234,44.12200164794922,49.46000289916992,50.29600143432617,32.93000030517578,36.82200241088867,10.068000793457031,13.256000518798828,65.81400299072266,59.12200164794922,61.23600387573242,52.932003021240234,54.40800094604492,44.01000213623047,48.6660041809082,37.342002868652344,33.290000915527344,21.966001510620117,60.84400177001953,57.50800323486328,43.48600387573242,40.70800018310547,31.792001724243164,29.268001556396484,29.382001876831055,27.264001846313477,23.190000534057617,21.174001693725586,70.99200439453125,65.38999938964844,58.58000183105469,52.66200256347656,43.492000579833984,38.66400146484375,28.75400161743164,27.022001266479492,11.656000137329102,11.62600040435791,61.16200256347656,58.842002868652344,49.702003479003906,46.134002685546875,31.374000549316406,27.512001037597656,13.534000396728516,11.938000679016113,3.184000253677368,3.4820001125335693,52.5160026550293,38.55400085449219,16.304000854492188,11.49000072479248,8.182000160217285,47.4640007019043,44.91600036621094,36.46000289916992,33.092002868652344,26.520000457763672,24.644001007080078,10.072000503540039,10.684000968933105,2.75600004196167,3.628000259399414,64.56800079345703,62.87000274658203,61.038002014160156,59.46000289916992,58.62200164794922,56.77800369262695,50.00400161743164,48.25400161743164,36.432003021240234,35.43000030517578,66.2040023803711,61.61600112915039,55.25800323486328,49.73800277709961,38.85600280761719,32.96800231933594,22.850000381469727,18.784000396728516,15.296000480651855,12.11400032043457,64.66200256347656,64.89600372314453,64.18600463867188,61.698001861572266,44.512001037597656,51.202003479003906,30.384000778198242,37.290000915527344,29.898000717163086,28.95600128173828,68.44200134277344,64.02400207519531,64.32400512695312,60.224002838134766,71.98800659179688,68.44600677490234,61.35400390625,57.682003021240234,48.69400405883789,45.496002197265625,59.092002868652344,56.59400177001953,45.80400085449219,41.80000305175781,29.23200225830078,25.41400146484375,9.834000587463379,9.622000694274902,3.6680002212524414,4.458000183105469,49.7760009765625,51.79600143432617,36.07600021362305,29.224000930786133,36.91600036621094,32.46600341796875,25.514001846313477,21.308000564575195,18.29400062561035,14.664000511169434,71.05599975585938,69.82600402832031,60.650001525878906,58.340003967285156,55.43800354003906,47.208003997802734,35.57400131225586,38.320003509521484,26.264001846313477,25.202001571655273,61.19200134277344,59.16200256347656,54.39200210571289,51.958003997802734,34.66600036621094,31.204002380371094,23.790000915527344,21.46200180053711,13.994000434875488,12.694000244140625,75.0260009765625,50.74400329589844,40.77000045776367,40.332000732421875,35.49800109863281,33.012001037597656,28.06800079345703,26.538002014160156,24.924001693725586,20.970001220703125,36.41666793823242,24.349075317382812,69.52209197475203,51.21731289449954,63.279998779296875,63.1099967956543,83.04000091552734,72.29000091552734,72.72999572753906,77.45999908447266,77.86000061035156,36.07000108026359,55.41999816894531,9.319999694824219,11.199999809265137,7.339999675750732,19.952001571655273,75.0260009765625,90.98999786376953,91.43999481201172,77.93600463867188,98.39583333333334,98.62337662337663,90.49600219726562,58.128078817733986,42.463054187192114
resnet50_with_saturate_aws,67.06999969482422,2.37333345413208,74.89600372314453,70.67200469970703,72.906005859375,69.10600280761719,70.38600158691406,66.46800231933594,66.5040054321289,61.566001892089844,60.69000244140625,54.83000183105469,74.89600372314453,59.086002349853516,59.86600112915039,51.36600112915039,49.18600082397461,37.3280029296875,26.522001266479492,13.8100004196167,8.157999992370605,3.132000207901001,59.6660041809082,55.35600280761719,50.730003356933594,47.16800308227539,33.80400085449219,31.024002075195312,21.428001403808594,19.904001235961914,13.280000686645508,12.53600025177002,66.9780044555664,64.56800079345703,43.320003509521484,41.182003021240234,53.84800338745117,52.16400146484375,36.354000091552734,38.268001556396484,11.622000694274902,14.052000999450684,74.89600372314453,55.228004455566406,57.6400032043457,48.294002532958984,50.582000732421875,39.3280029296875,47.4900016784668,34.78200149536133,36.53200149536133,22.124000549316406,74.89600372314453,56.98400115966797,40.87000274658203,39.59000015258789,28.746002197265625,27.9320011138916,26.408000946044922,25.862001419067383,20.30000114440918,19.73400115966797,74.89600372314453,64.33000183105469,56.88600158691406,50.868003845214844,41.156002044677734,35.820003509521484,27.22800064086914,23.70800018310547,11.850000381469727,10.372000694274902,74.89600372314453,58.0420036315918,50.80000305175781,46.794002532958984,36.452003479003906,30.878002166748047,20.312000274658203,15.762001037597656,6.8460001945495605,5.326000213623047,52.948001861572266,39.1140022277832,15.238000869750977,10.420000076293945,7.2360005378723145,74.89600372314453,44.676002502441406,38.452003479003906,33.89400100708008,31.418001174926758,26.178001403808594,16.652000427246094,13.018000602722168,6.702000141143799,5.064000129699707,74.89600372314453,62.99400329589844,61.894004821777344,60.208003997802734,59.682003021240234,58.03200149536133,52.14200210571289,51.746002197265625,41.89200210571289,43.018001556396484,65.28400421142578,60.932003021240234,54.60400390625,48.862003326416016,36.108001708984375,30.542001724243164,19.054000854492188,15.816000938415527,11.406000137329102,9.898000717163086,74.89600372314453,62.92400360107422,65.82400512695312,61.092002868652344,44.68400192260742,51.96000289916992,30.880001068115234,38.992000579833984,31.136001586914062,31.308000564575195,74.89600372314453,71.1760025024414,74.96800231933594,69.79400634765625,74.88800048828125,71.01399993896484,74.19000244140625,67.91200256347656,73.55000305175781,64.3759994506836,74.89600372314453,55.36000442504883,49.19200134277344,42.996002197265625,36.93800354003906,29.364002227783203,17.81599998474121,13.984000205993652,8.202000617980957,7.434000492095947,44.87600326538086,50.00800323486328,31.930002212524414,30.32600212097168,32.59000015258789,31.89000129699707,21.63800048828125,21.994001388549805,18.854000091552734,18.98200035095215,74.89600372314453,69.06000518798828,59.42200469970703,57.320003509521484,53.790000915527344,45.62200164794922,33.20600128173828,35.064002990722656,24.73000144958496,22.756000518798828,74.89600372314453,57.16800308227539,56.660003662109375,50.410003662109375,43.05400085449219,33.52799987792969,35.0620002746582,25.166000366210938,25.25400161743164,17.34800148010254,74.89600372314453,48.47600173950195,37.374000549316406,38.0880012512207,31.812002182006836,30.48400115966797,24.8960018157959,24.23600196838379,21.326000213623047,18.942001342773438,35.893333435058594,23.952131271362305,67.2678088367899,48.69251577998197,62.18000030517578,62.2599983215332,83.1199951171875,71.58999633789062,71.66999816894531,76.90999603271484,77.18000030517578,33.52057902128119,53.15400314331055,9.776000022888184,11.402000427246094,7.496000289916992,22.552001953125,74.89600372314453,90.75999450683594,90.8499984741211,77.36000061035156,98.46527777777779,98.58874458874459,90.24000549316406,59.70443349753695,42.512315270935964
resnet50_simclrv2_finetuned_100pct_tf_port,68.1520004272461,4.760000228881836,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,35.25666809082031,23.49820327758789,69.34174932371506,51.03697024346258,61.369998931884766,61.29999923706055,82.55999755859375,70.58999633789062,70.33000183105469,75.58999633789062,75.38999938964844,32.98584854704548,,,,,19.36400032043457,74.87200164794922,91.33999633789062,91.6500015258789,77.48800659179688,98.56944444444444,98.58874458874459,90.75200653076172,58.17733990147783,43.05418719211823
resnet50_trained_on_SIN_and_IN,64.75800323486328,1.9466667175292969,73.9260025024414,70.64200592041016,72.53600311279297,68.91400146484375,70.16000366210938,66.33800506591797,66.86400604248047,62.53600311279297,62.388004302978516,57.18600082397461,68.77799987792969,63.198001861572266,65.15800476074219,58.3380012512207,58.750003814697266,49.052001953125,43.87600326538086,27.61800193786621,22.674001693725586,8.542000770568848,60.564002990722656,56.61000442504883,54.5160026550293,51.50800323486328,44.96800231933594,41.10600280761719,34.832000732421875,30.286001205444336,24.8700008392334,21.328001022338867,67.97600555419922,64.89200592041016,47.15800094604492,44.090003967285156,60.316001892089844,58.98800277709961,46.92400360107422,48.310001373291016,20.838001251220703,23.84600067138672,65.84000396728516,59.544002532958984,61.900001525878906,54.55800247192383,55.58400344848633,46.720001220703125,50.310001373291016,40.61000061035156,36.85600280761719,26.256000518798828,61.96000289916992,58.71400451660156,46.182003021240234,43.78200149536133,34.93800354003906,33.694000244140625,32.432003021240234,31.586002349853516,26.310001373291016,25.698001861572266,70.4260025024414,64.80000305175781,57.506004333496094,53.044002532958984,43.31800079345703,42.70800018310547,32.630001068115234,33.67399978637695,16.328001022338867,16.926000595092773,65.21600341796875,63.07200241088867,58.94000244140625,56.84400177001953,48.20600128173828,46.00200271606445,32.64200210571289,33.172000885009766,15.032000541687012,18.558000564575195,56.118003845214844,44.60400390625,23.1200008392334,17.624000549316406,12.904000282287598,58.756004333496094,54.592002868652344,52.41400146484375,48.342002868652344,45.73800277709961,43.194000244140625,29.668001174926758,31.312002182006836,14.50200080871582,19.16200065612793,65.9280014038086,64.01200103759766,63.3380012512207,61.53000259399414,61.27400207519531,59.27000427246094,54.224002838134766,51.99400329589844,43.14600372314453,40.55800247192383,67.45000457763672,63.10000228881836,60.71600341796875,55.544002532958984,50.066001892089844,43.44200134277344,37.314002990722656,29.924001693725586,29.14000129699707,22.268001556396484,66.32200622558594,65.552001953125,68.37000274658203,63.92200469970703,53.40400314331055,56.316001892089844,43.92400360107422,46.27800369262695,38.86800003051758,39.40400314331055,69.0,65.09200286865234,66.02200317382812,62.0880012512207,71.96200561523438,68.76600646972656,63.936004638671875,59.426002502441406,52.77800369262695,48.51400375366211,64.28600311279297,61.708003997802734,56.8280029296875,53.91800308227539,46.38600158691406,43.8640022277832,27.926000595092773,29.046001434326172,16.25400161743164,19.626001358032227,56.05400085449219,56.092002868652344,44.64400100708008,37.92000198364258,46.49400329589844,41.18600082397461,36.37200164794922,31.274002075195312,31.00800132751465,25.944002151489258,71.4320068359375,69.54600524902344,64.18000030517578,60.95000457763672,60.90200424194336,52.97600173950195,41.87000274658203,43.42400360107422,32.83400344848633,31.992000579833984,64.86800384521484,62.202003479003906,60.548004150390625,57.23400115966797,47.708003997802734,42.37600326538086,39.76400375366211,34.71800231933594,29.862001419067383,26.50200080871582,74.59000396728516,50.44000244140625,41.38200378417969,41.70600128173828,37.03200149536133,36.12200164794922,30.022001266479492,29.41400146484375,26.742000579833984,23.34600067138672,41.45333480834961,29.69797134399414,68.4400360685302,51.66816952209198,62.779998779296875,62.75,82.63999938964844,71.6500015258789,72.05999755859375,77.15999603271484,77.33999633789062,33.30992762233985,58.35600280761719,11.75999927520752,14.518000602722168,7.200000286102295,50.974002838134766,74.59000396728516,91.07999420166016,91.04999542236328,77.53600311279297,98.33333333333333,98.46753246753246,90.16000366210938,58.32512315270936,43.54679802955665
resnet34_lpf2,63.68400192260742,2.493333339691162,73.54000091552734,69.94200134277344,71.81800079345703,68.16000366210938,69.02400207519531,65.11000061035156,64.84600067138672,60.43400192260742,58.768001556396484,53.84800338745117,68.73400115966797,61.79000473022461,64.9780044555664,55.97200393676758,57.15200424194336,44.724002838134766,37.272003173828125,20.59200096130371,14.756000518798828,4.888000011444092,59.810001373291016,55.05800247192383,50.71000289916992,46.73200225830078,34.57400131225586,31.382001876831055,21.998001098632812,19.55000114440918,13.29800033569336,12.15000057220459,67.90400695800781,64.31000518798828,47.118003845214844,43.534000396728516,52.256004333496094,50.63200378417969,36.00400161743164,36.91600036621094,11.368000984191895,13.554000854492188,65.58200073242188,58.37600326538086,61.362003326416016,52.552001953125,54.71600341796875,43.704002380371094,48.72200393676758,36.784000396728516,33.13199996948242,21.304000854492188,59.10200119018555,56.426002502441406,41.99800109863281,40.57200241088867,30.340002059936523,29.930002212524414,28.290000915527344,28.23400115966797,21.812000274658203,21.95800018310547,70.68600463867188,64.19400024414062,58.250003814697266,50.97600173950195,41.496002197265625,36.02400207519531,26.340002059936523,23.66400146484375,10.970000267028809,10.178000450134277,61.880001068115234,59.5420036315918,51.36000061035156,48.570003509521484,34.522003173828125,31.138002395629883,15.852001190185547,14.076000213623047,3.574000120162964,3.364000082015991,51.85400390625,36.762001037597656,13.460000991821289,8.9660005569458,5.678000450134277,50.840003967285156,50.02000427246094,42.8120002746582,38.5260009765625,34.1879997253418,29.624000549316406,14.962000846862793,13.000000953674316,4.044000148773193,3.5180001258850098,63.55600357055664,61.87200164794922,59.858001708984375,58.10200119018555,56.81800079345703,55.25400161743164,47.746002197265625,46.46200180053711,36.380001068115234,35.18800354003906,67.14800262451172,61.756004333496094,57.130001068115234,51.21800231933594,40.544002532958984,35.62000274658203,24.444000244140625,21.02400016784668,16.80000114440918,14.74000072479248,65.76200103759766,64.56200408935547,63.340003967285156,61.69600296020508,47.656002044677734,52.14400100708008,34.69600296020508,39.522003173828125,29.006000518798828,32.358001708984375,67.91000366210938,62.91800308227539,63.720001220703125,59.28600311279297,71.13600158691406,67.61400604248047,60.47600173950195,56.846004486083984,48.400001525878906,44.79800033569336,60.14400100708008,57.60200119018555,47.772003173828125,44.400001525878906,32.37800216674805,28.852001190185547,12.272000312805176,10.826000213623047,4.824000358581543,4.676000118255615,50.16400146484375,51.0780029296875,35.00600051879883,28.50800132751465,36.66600036621094,31.41600227355957,24.554000854492188,20.314001083374023,18.160001754760742,15.066000938415527,70.95000457763672,68.59200286865234,62.10400390625,57.862003326416016,57.32600402832031,46.98200225830078,36.52000045776367,36.492000579833984,26.742000579833984,23.82200050354004,61.836002349853516,59.57200241088867,55.612003326416016,53.23600387573242,36.518001556396484,33.37600326538086,26.4320011138916,23.244001388549805,16.0939998626709,13.694000244140625,74.4780044555664,50.58000183105469,43.97800064086914,40.66800308227539,38.00600051879883,33.552001953125,30.922000885009766,27.41400146484375,26.968000411987305,22.020000457763672,36.28000259399414,24.0562801361084,67.98917944093779,50.67628494138864,62.27000045776367,62.21999740600586,81.91999816894531,71.04000091552734,71.33999633789062,76.58000183105469,76.72000122070312,33.07226963379065,56.35200119018555,9.600000381469727,10.719999313354492,7.178000450134277,20.25400161743164,74.4780044555664,90.81999969482422,91.08999633789062,76.94400024414062,98.36111111111111,98.49350649350649,90.06400299072266,58.86699507389162,43.05418719211823
densenet121,63.268001556396484,2.1600000858306885,73.99800109863281,70.14800262451172,72.83200073242188,68.906005859375,70.89800262451172,66.83399963378906,67.84600067138672,63.23600387573242,63.14600372314453,57.81200408935547,72.1820068359375,65.33399963378906,70.10800170898438,61.71600341796875,65.36400604248047,53.12200164794922,48.59400177001953,28.202001571655273,22.84400177001953,7.804000377655029,58.96800231933594,54.660003662109375,50.49800109863281,46.96800231933594,35.20600128173828,32.51000213623047,23.852001190185547,22.016000747680664,15.156001091003418,14.10200023651123,66.77799987792969,64.30000305175781,44.84600067138672,42.400001525878906,52.10400390625,50.310001373291016,37.013999938964844,37.52000045776367,13.346000671386719,15.006000518798828,69.47000122070312,62.84800338745117,66.63200378417969,58.39200210571289,60.708003997802734,50.66200256347656,55.130001068115234,43.540000915527344,40.45800018310547,27.194002151489258,62.204002380371094,58.12200164794922,46.07200241088867,42.970001220703125,35.272003173828125,32.3280029296875,32.884002685546875,30.68800163269043,26.446001052856445,24.562000274658203,69.50800323486328,63.746002197265625,56.76000213623047,50.51400375366211,40.540000915527344,36.19600296020508,25.34200096130371,24.64200210571289,9.792000770568848,11.656000137329102,63.720001220703125,59.7400016784668,55.112003326416016,50.638004302978516,41.17400360107422,35.880001068115234,24.04400062561035,19.964000701904297,8.242000579833984,6.890000343322754,52.980003356933594,39.11800003051758,16.84600067138672,12.254000663757324,8.342000007629395,53.156002044677734,48.48400115966797,45.374000549316406,38.874000549316406,38.00200271606445,31.722002029418945,21.690000534057617,17.73000144958496,8.742000579833984,7.100000381469727,63.79600143432617,62.2920036315918,60.21200180053711,58.89200210571289,57.58400344848633,56.28200149536133,48.49800109863281,47.7920036315918,35.46200180053711,35.50600051879883,66.01000213623047,61.288002014160156,56.30800247192383,50.83400344848633,40.236000061035156,34.60000228881836,23.666000366210938,19.744001388549805,15.272000312805176,12.834000587463379,61.98200225830078,63.676002502441406,64.97600555419922,61.53200149536133,44.10000228881836,50.5160026550293,31.352001190185547,36.124000549316406,26.660001754760742,27.024002075195312,72.10800170898438,66.54199981689453,66.61800384521484,61.060001373291016,72.87000274658203,68.96000671386719,66.1780014038086,61.62200164794922,55.910003662109375,51.37800216674805,62.3640022277832,58.48200225830078,52.25800323486328,47.37200164794922,38.80000305175781,33.3120002746582,19.18600082397461,15.618000984191895,9.592000007629395,7.574000358581543,52.29600143432617,51.71800231933594,40.74800109863281,32.57200241088867,41.19000244140625,34.320003509521484,29.280000686645508,22.91200065612793,25.110000610351562,18.93000030517578,70.77400207519531,68.4540023803711,60.10000228881836,56.67000198364258,54.342002868652344,44.948001861572266,37.18800354003906,37.91600036621094,28.57400131225586,25.782001495361328,63.93800354003906,60.346004486083984,58.702003479003906,54.66400146484375,40.7760009765625,36.694000244140625,30.9320011138916,26.804000854492188,20.166000366210938,17.006000518798828,74.43400573730469,51.65400314331055,43.57200241088867,42.62200164794922,37.77400207519531,35.19200134277344,30.696001052856445,29.012001037597656,26.494001388549805,23.242000579833984,37.25,24.248855590820312,68.98106402164112,50.85662759242561,62.209999084472656,62.14999771118164,81.83999633789062,70.62999725341797,70.54000091552734,76.70999908447266,76.75999450683594,33.56919088257535,52.63999938964844,9.019999504089355,10.700000762939453,7.664000511169434,20.62200164794922,74.43400573730469,90.77999877929688,91.22999572753906,76.80000305175781,98.29166666666667,98.51948051948052,90.2560043334961,59.45812807881773,43.05418719211823
resnet34_lpf3,63.026004791259766,2.493333339691162,73.5060043334961,70.10200500488281,71.69000244140625,68.27799987792969,68.85000610351562,65.34000396728516,64.74600219726562,60.78200149536133,58.57200241088867,54.0260009765625,68.25800323486328,61.50400161743164,64.26600646972656,55.31800079345703,56.182003021240234,43.512001037597656,36.220001220703125,18.760000228881836,13.878000259399414,4.252000331878662,59.900001525878906,55.23600387573242,51.5780029296875,47.48400115966797,35.33400344848633,31.976001739501953,22.31800079345703,19.43600082397461,13.020000457763672,11.318000793457031,67.92400360107422,64.48800659179688,46.044002532958984,43.108001708984375,51.89200210571289,50.53000259399414,35.30800247192383,36.57200241088867,12.072000503540039,13.778000831604004,65.33600616455078,57.93000411987305,61.150001525878906,51.90200424194336,54.41800308227539,43.17400360107422,48.98200225830078,37.00400161743164,33.5620002746582,22.148000717163086,59.73600387573242,57.220001220703125,42.24400329589844,40.59000015258789,30.43800163269043,29.492000579833984,28.006000518798828,27.694002151489258,21.934001922607422,21.464000701904297,70.906005859375,64.04000091552734,58.30400466918945,51.676002502441406,41.910003662109375,36.65999984741211,26.624000549316406,24.084001541137695,10.648000717163086,8.944000244140625,62.76200485229492,60.400001525878906,54.172000885009766,51.064002990722656,39.21600341796875,35.86800003051758,20.416000366210938,19.62200164794922,4.740000247955322,5.9720001220703125,52.51400375366211,38.42000198364258,15.280000686645508,10.266000747680664,6.7220001220703125,53.34800338745117,51.30000305175781,45.926002502441406,41.380001068115234,37.802001953125,33.74800109863281,18.792001724243164,17.856000900268555,5.138000011444092,6.264000415802002,64.24800109863281,62.15200424194336,60.820003509521484,58.630001068115234,58.26400375366211,55.634002685546875,50.108001708984375,47.10600280761719,39.17400360107422,36.178001403808594,66.7820053100586,61.05800247192383,57.03000259399414,49.84800338745117,40.070003509521484,32.730003356933594,22.648000717163086,17.804000854492188,14.5600004196167,11.408000946044922,65.68800354003906,64.76800537109375,65.12800598144531,61.86600112915039,52.540000915527344,53.73800277709961,42.28200149536133,43.682003021240234,38.814002990722656,38.038002014160156,67.93800354003906,63.33400344848633,63.76000213623047,59.72600173950195,70.61800384521484,67.51600646972656,59.954002380371094,55.98800277709961,48.49800109863281,44.784000396728516,61.368003845214844,58.660003662109375,51.298004150390625,47.29600143432617,37.17000198364258,33.47800064086914,14.952000617980957,15.306000709533691,4.974000453948975,7.038000106811523,50.40800094604492,51.98800277709961,35.5160026550293,29.268001556396484,36.996002197265625,32.268001556396484,24.244001388549805,21.12200164794922,17.32200050354004,14.434000968933105,70.71600341796875,68.82200622558594,62.42200469970703,58.22600173950195,58.62000274658203,48.48800277709961,37.76000213623047,37.522003173828125,29.1820011138916,25.34400177001953,62.57400131225586,60.454002380371094,57.58400344848633,54.592002868652344,41.444000244140625,36.926002502441406,31.674001693725586,27.672000885009766,20.532001495361328,18.128000259399414,74.34200286865234,49.480003356933594,41.630001068115234,38.784000396728516,34.39400100708008,31.110000610351562,27.216001510620117,24.678001403808594,23.38800048828125,19.226001739501953,36.116668701171875,24.535755157470703,66.18575293056807,48.78268710550045,62.369998931884766,62.15999984741211,83.19999694824219,70.83999633789062,70.83000183105469,76.58999633789062,76.79999542236328,32.62936156422167,56.43000411987305,9.320000648498535,11.039999961853027,7.092000484466553,19.904001235961914,74.34200286865234,90.52999877929688,91.23999786376953,76.0320053100586,98.28472222222221,98.48484848484848,89.79200744628906,56.256157635467986,41.2807881773399
vgg19_bn,64.23800659179688,2.946666717529297,73.52000427246094,68.81200408935547,71.92200469970703,66.9280014038086,69.17400360107422,64.15399932861328,65.30400085449219,59.47200393676758,59.58000183105469,52.90400314331055,68.21800231933594,58.69600296020508,63.448001861572266,51.08000183105469,54.42000198364258,36.59000015258789,32.02400207519531,13.78600025177002,10.65000057220459,3.496000051498413,56.69000244140625,50.586002349853516,46.09800338745117,42.492000579833984,29.402002334594727,26.336000442504883,17.104000091552734,15.172000885009766,9.5,8.570000648498535,67.2540054321289,62.708003997802734,46.368003845214844,41.724002838134766,44.0880012512207,45.060001373291016,25.530000686645508,30.14200210571289,6.2860002517700195,9.10200023651123,66.01200103759766,55.928001403808594,62.118003845214844,49.28200149536133,55.78200149536133,40.25200271606445,50.8380012512207,34.5260009765625,36.43800354003906,20.11600112915039,57.8280029296875,54.46800231933594,39.46800231933594,37.19200134277344,27.948001861572266,26.268001556396484,25.748001098632812,24.168001174926758,19.810001373291016,18.416000366210938,69.2280044555664,61.336002349853516,51.086002349853516,45.040000915527344,33.49800109863281,29.768001556396484,20.79400062561035,17.692001342773438,7.7920002937316895,6.260000228881836,56.336002349853516,55.12000274658203,43.96800231933594,42.51400375366211,26.590002059936523,25.386001586914062,11.612000465393066,11.386000633239746,2.996000051498413,3.386000156402588,46.69400405883789,32.00800323486328,11.980000495910645,8.280000686645508,5.740000247955322,31.96000099182129,46.5420036315918,24.670001983642578,33.51000213623047,19.166000366210938,24.31800079345703,8.018000602722168,10.61400032043457,2.4280002117156982,3.570000171661377,61.23600387573242,59.11600112915039,56.69400405883789,55.066001892089844,53.362003326416016,51.87600326538086,43.1140022277832,42.836002349853516,31.132001876831055,31.448001861572266,64.96400451660156,57.68000411987305,54.018001556396484,45.38200378417969,36.066001892089844,28.360000610351562,19.86400032043457,15.506000518798828,13.152000427246094,10.290000915527344,54.30800247192383,59.12800216674805,54.720001220703125,54.82400131225586,34.672000885009766,42.24800109863281,19.442001342773438,26.112001419067383,15.128000259399414,14.476000785827637,68.406005859375,61.794002532958984,64.24000549316406,57.50200271606445,71.17200469970703,66.6300048828125,60.70600128173828,55.65400314331055,47.618003845214844,44.14600372314453,54.656002044677734,53.19000244140625,40.272003173828125,38.17000198364258,24.702001571655273,22.468000411987305,8.598000526428223,8.242000579833984,3.2100000381469727,3.892000198364258,50.47800064086914,50.768001556396484,36.0260009765625,27.784000396728516,38.0,30.386001586914062,25.774002075195312,20.104000091552734,15.920001029968262,12.7160005569458,70.60800170898438,67.92400360107422,61.22200393676758,57.39800262451172,57.21000289916992,48.156002044677734,32.112003326416016,36.88199996948242,23.6820011138916,26.32200050354004,57.224002838134766,56.0160026550293,49.992000579833984,48.858001708984375,31.336002349853516,27.858001708984375,22.010000228881836,18.214000701904297,13.27400016784668,10.416000366210938,74.21800231933594,46.57200241088867,38.70000076293945,36.624000549316406,32.11000061035156,29.648000717163086,24.832000732421875,23.894001007080078,21.3700008392334,18.670000076293945,33.25,21.63139533996582,65.55455365193869,46.61857529305681,61.88999938964844,61.94999694824219,82.31999969482422,70.91999816894531,71.37999725341797,76.0,76.55999755859375,32.3646969860646,42.374000549316406,7.816000461578369,9.4399995803833,6.414000511169434,17.1560001373291,74.21800231933594,90.07999420166016,90.97999572753906,75.7280044555664,98.35416666666667,98.36363636363636,90.33600616455078,56.847290640394085,40.591133004926114
resnet34_lpf5,63.04000473022461,3.1066668033599854,73.32200622558594,69.78400421142578,71.58399963378906,67.79000091552734,68.69200134277344,64.72600555419922,64.50200653076172,59.99200439453125,58.178001403808594,53.12800216674805,68.02200317382812,60.320003509521484,63.45600128173828,53.57600402832031,54.60600280761719,40.14800262451172,32.02799987792969,15.056000709533691,10.504000663757324,3.0400002002716064,59.12600326538086,54.27400207519531,50.69400405883789,46.320003509521484,35.13800048828125,31.59800148010254,22.8700008392334,20.1200008392334,13.534000396728516,12.26400089263916,67.6760025024414,64.31200408935547,46.68400192260742,43.32400131225586,51.506004333496094,50.04600143432617,35.086002349853516,35.906002044677734,11.36400032043457,12.704000473022461,64.52799987792969,56.406002044677734,60.08400344848633,50.04600143432617,52.868003845214844,40.80600357055664,46.814002990722656,34.24800109863281,31.316001892089844,19.59400177001953,58.928001403808594,55.840003967285156,41.14600372314453,38.928001403808594,29.560001373291016,27.93600082397461,27.176000595092773,26.024002075195312,21.080001831054688,20.32000160217285,70.57600402832031,63.61600112915039,57.38200378417969,50.10000228881836,41.290000915527344,35.40400314331055,26.542001724243164,23.628000259399414,11.36400032043457,10.624000549316406,61.87200164794922,59.84400177001953,52.314002990722656,49.40200424194336,35.582000732421875,32.5,16.174001693725586,14.394001007080078,3.6500000953674316,3.434000253677368,51.900001525878906,38.410003662109375,15.91200065612793,11.004000663757324,6.52400016784668,49.73800277709961,49.012001037597656,42.49800109863281,38.27000045776367,34.39400100708008,29.804000854492188,14.846000671386719,13.18600082397461,3.8400001525878906,3.750000238418579,63.96000289916992,61.314002990722656,60.2760009765625,57.75400161743164,57.564002990722656,55.30600357055664,49.332000732421875,47.548004150390625,37.73400115966797,37.564002990722656,66.57400512695312,61.096004486083984,56.43800354003906,49.94200134277344,40.10200119018555,33.47800064086914,23.906002044677734,19.310001373291016,16.145999908447266,13.064001083374023,66.11000061035156,63.936004638671875,66.06999969482422,61.35400390625,49.88600158691406,51.53600311279297,37.202003479003906,40.91400146484375,34.73200225830078,35.2660026550293,68.052001953125,62.87800216674805,63.702003479003906,59.02400207519531,70.79000091552734,67.38200378417969,60.880001068115234,56.87800216674805,49.78000259399414,46.09400177001953,60.204002380371094,57.72600173950195,48.342002868652344,45.10600280761719,32.53200149536133,29.168001174926758,12.600000381469727,10.768000602722168,4.998000144958496,4.62600040435791,49.04600143432617,50.24400329589844,35.11600112915039,28.288002014160156,36.69200134277344,32.13199996948242,25.20400047302246,21.036001205444336,18.6200008392334,15.106000900268555,70.55000305175781,68.33200073242188,60.98200225830078,56.86600112915039,56.340003967285156,45.95600128173828,36.78000259399414,37.656002044677734,28.334001541137695,25.50400161743164,61.96000289916992,59.768001556396484,55.89600372314453,53.3380012512207,36.624000549316406,33.51000213623047,26.038002014160156,22.972002029418945,15.510001182556152,13.314001083374023,74.19400024414062,49.362003326416016,41.76000213623047,39.52000045776367,35.604000091552734,32.310001373291016,28.834001541137695,26.296001434326172,25.240001678466797,21.06800079345703,35.85000228881836,23.366544723510742,67.71866546438233,50.3155996393147,62.79999923706055,62.19999694824219,83.68000030517578,70.88999938964844,71.20999908447266,76.4000015258789,76.72000122070312,32.575348385005945,56.4160041809082,9.630000114440918,11.0,7.330000400543213,20.02800178527832,74.19400024414062,90.41999816894531,91.18000030517578,76.20800018310547,98.45833333333334,98.44155844155844,90.22400665283203,59.95073891625615,43.5960591133005
BiT-M-R50x1-nonfinetuned,61.656002044677734,13.40000057220459,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27.663333892822266,15.824638366699219,68.71055004508565,57.25879170423806,61.52000045776367,62.279998779296875,82.23999786376953,71.1199951171875,70.70999908447266,76.22000122070312,75.8499984741211,22.053581073782002,,,,,8.760000228881836,74.12800598144531,91.63999938964844,91.79999542236328,76.24000549316406,98.63888888888889,98.55411255411255,89.5840072631836,57.14285714285714,46.206896551724135
resnet50-vtab-exemplar,66.8759994506836,2.9733333587646484,74.13200378417969,70.5060043334961,73.80599975585938,69.88400268554688,73.29400634765625,68.802001953125,72.5320053100586,67.37800598144531,71.50200653076172,65.37800598144531,71.94800567626953,65.89600372314453,70.35600280761719,62.20600128173828,66.39800262451172,54.98400115966797,54.64200210571289,32.98800277709961,32.8380012512207,9.60200023651123,57.178001403808594,53.78600311279297,48.582000732421875,46.134002685546875,32.89800262451172,30.922000885009766,20.814001083374023,19.612001419067383,12.288000106811523,11.608000755310059,65.09000396728516,63.74800491333008,41.16200256347656,40.27000045776367,52.39200210571289,51.19600296020508,36.03000259399414,37.71000289916992,10.644000053405762,13.086000442504883,67.17400360107422,60.768001556396484,63.436004638671875,55.62000274658203,56.59400177001953,46.66200256347656,51.50200271606445,40.39800262451172,38.310001373291016,25.718000411987305,62.62600326538086,60.03200149536133,47.03000259399414,44.69000244140625,36.384002685546875,34.066001892089844,33.150001525878906,31.588001251220703,27.498001098632812,25.48200035095215,68.25200653076172,63.39800262451172,53.62400436401367,49.44400405883789,38.38600158691406,35.47600173950195,25.402000427246094,23.532001495361328,9.850000381469727,9.268000602722168,66.01800537109375,62.052001953125,59.46600341796875,54.512001037597656,48.9640007019043,43.288002014160156,34.650001525878906,29.678001403808594,17.426000595092773,14.7760009765625,51.26400375366211,36.0,12.512001037597656,8.202000617980957,5.1060004234313965,53.61000442504883,49.044002532958984,47.224002838134766,41.46200180053711,42.16200256347656,36.19600296020508,29.192001342773438,24.338001251220703,16.332000732421875,13.366000175476074,64.06400299072266,61.96800231933594,61.070003509521484,59.20000457763672,58.78000259399414,56.81800079345703,52.18800354003906,50.51400375366211,43.00800323486328,42.676002502441406,64.5300064086914,60.68800354003906,53.750003814697266,49.15400314331055,36.1400032043457,31.090002059936523,18.381999969482422,15.368000984191895,11.010000228881836,9.346000671386719,61.112003326416016,63.59800338745117,63.336002349853516,61.08200454711914,41.400001525878906,50.71000289916992,27.5260009765625,36.65400314331055,23.584001541137695,27.648000717163086,73.14800262451172,69.24200439453125,71.04400634765625,66.9260025024414,73.43400573730469,69.64600372314453,71.62200164794922,66.406005859375,68.64000701904297,61.69600296020508,65.18000030517578,60.768001556396484,57.30800247192383,51.992000579833984,46.832000732421875,40.72200012207031,29.994001388549805,24.908000946044922,19.018001556396484,15.702000617980957,52.25800323486328,53.35400390625,42.02800369262695,34.39200210571289,42.89400100708008,37.15400314331055,33.66200256347656,27.692001342773438,31.822002410888672,23.312000274658203,70.68600463867188,69.1240005493164,61.55400466918945,58.958003997802734,57.23800277709961,48.630001068115234,36.71800231933594,38.77400207519531,28.156002044677734,26.796001434326172,66.48600006103516,62.32600402832031,62.34800338745117,57.98800277709961,48.55800247192383,43.12200164794922,40.0880012512207,34.58000183105469,30.400001525878906,25.55000114440918,44.69200134277344,46.932003021240234,34.854000091552734,36.3280029296875,28.882001876831055,28.746002197265625,21.8700008392334,22.41400146484375,18.806001663208008,17.036001205444336,,25.66959571838379,68.4400360685302,50.76645626690712,62.0099983215332,61.939998626708984,83.1199951171875,71.18000030517578,71.23999786376953,76.7699966430664,76.86000061035156,31.522091390299234,,,,,24.834001541137695,74.10400390625,90.55999755859375,,76.16000366210938,98.29861111111111,98.54545454545455,90.33600616455078,59.064039408866996,41.970443349753694
nasnetamobile,64.39600372314453,3.6133334636688232,73.92400360107422,70.80599975585938,73.10400390625,69.802001953125,71.39600372314453,68.0300064086914,68.7800064086914,64.96000671386719,64.17000579833984,59.720001220703125,72.99200439453125,67.59000396728516,71.9320068359375,65.02200317382812,69.32600402832031,59.24800109863281,56.77800369262695,36.87600326538086,24.86400032043457,9.472000122070312,57.880001068115234,54.24800109863281,48.75400161743164,46.33000183105469,33.263999938964844,31.57600212097168,21.23000144958496,20.350000381469727,13.128000259399414,12.50200080871582,66.95000457763672,64.54400634765625,43.76000213623047,41.39800262451172,60.410003662109375,56.17000198364258,45.448001861572266,42.2140007019043,17.202001571655273,16.088001251220703,67.32400512695312,61.044002532958984,62.89600372314453,54.93400192260742,54.75400161743164,44.82400131225586,48.432003021240234,37.970001220703125,31.610000610351562,21.876001358032227,60.80400466918945,58.478004455566406,43.19600296020508,42.044002532958984,32.0780029296875,31.07000160217285,29.974000930786133,28.934001922607422,23.34600067138672,22.89000129699707,69.99800109863281,63.9900016784668,54.380001068115234,49.64400100708008,39.20800018310547,35.544002532958984,26.77800178527832,23.806001663208008,11.404000282287598,9.980000495910645,64.59000396728516,61.87800216674805,57.906002044677734,55.02000427246094,45.42400360107422,42.676002502441406,28.09600067138672,26.36600112915039,10.312000274658203,9.858000755310059,53.20000076293945,39.79800033569336,15.61600112915039,10.612000465393066,7.122000217437744,52.48200225830078,49.750003814697266,44.42000198364258,40.30600357055664,38.314002990722656,34.46200180053711,22.766000747680664,21.34400177001953,9.37600040435791,9.184000015258789,65.2280044555664,63.388004302978516,62.10400390625,60.224002838134766,59.980003356933594,57.87800216674805,52.69000244140625,50.46000289916992,43.220001220703125,40.660003662109375,66.34000396728516,61.69000244140625,57.51000213623047,51.34600067138672,40.97800064086914,34.470001220703125,23.18800163269043,18.68800163269043,14.664000511169434,11.908000946044922,66.45000457763672,66.55400085449219,68.406005859375,65.26200103759766,58.67000198364258,59.756004333496094,50.842002868652344,52.0160026550293,49.268001556396484,46.064002990722656,73.18600463867188,68.30400085449219,68.73800659179688,62.678001403808594,73.29000091552734,70.33600616455078,67.68800354003906,63.496002197265625,57.34800338745117,52.22200393676758,63.75400161743164,60.60000228881836,55.45000076293945,51.762001037597656,42.85000228881836,39.592002868652344,22.628000259399414,20.338001251220703,11.770000457763672,10.242000579833984,52.682003021240234,52.262001037597656,40.932003021240234,32.21200180053711,41.762001037597656,35.540000915527344,31.00600242614746,25.262001037597656,26.11400032043457,20.00200080871582,70.69800567626953,68.80599975585938,62.03600311279297,57.72600173950195,57.544002532958984,46.250003814697266,43.202003479003906,41.534000396728516,34.316001892089844,29.356000900268555,63.71000289916992,60.608001708984375,58.72600173950195,55.90800094604492,43.0160026550293,39.89600372314453,33.54800033569336,30.57400131225586,23.130001068115234,20.698001861572266,74.08000183105469,45.09800338745117,34.895999908447266,34.92399978637695,29.73200225830078,28.338001251220703,23.084001541137695,22.602001190185547,20.018001556396484,17.476001739501953,33.59000015258789,23.75169563293457,68.80072137060415,48.42200180342651,61.57999801635742,61.31999969482422,82.15999603271484,70.56999969482422,70.90999603271484,75.97000122070312,76.38999938964844,31.338446580965755,53.07999801635742,12.880000114440918,17.619998931884766,7.968000411987305,23.836000442504883,74.08000183105469,90.20999908447266,90.63999938964844,76.09600067138672,98.13194444444444,98.42424242424242,89.76000213623047,61.37931034482759,43.004926108374384
vgg16_bn_lpf5,63.906002044677734,3.0266666412353516,73.28400421142578,68.28600311279297,71.39000701904297,66.41000366210938,68.44800567626953,63.05600357055664,64.1520004272461,57.98600387573242,57.85200119018555,50.85400390625,67.84200286865234,58.23800277709961,63.05000305175781,50.40200424194336,52.96800231933594,35.444000244140625,28.21200180053711,11.50200080871582,7.65000057220459,2.8460001945495605,55.044002532958984,48.69000244140625,44.02800369262695,39.74400329589844,27.156002044677734,24.07200050354004,15.670001029968262,13.332000732421875,8.654000282287598,7.310000419616699,66.8759994506836,62.37600326538086,47.05400085449219,41.78200149536133,44.220001220703125,43.69200134277344,25.972002029418945,28.944002151489258,6.136000156402588,8.778000831604004,65.19800567626953,54.638004302978516,60.85400390625,47.90400314331055,53.480003356933594,38.29600143432617,48.242000579833984,32.204002380371094,33.374000549316406,17.762001037597656,57.470001220703125,53.43800354003906,38.880001068115234,35.85200119018555,27.440000534057617,24.608001708984375,25.428001403808594,23.054000854492188,19.290000915527344,17.244001388549805,68.42200469970703,60.388004302978516,51.000003814697266,43.332000732421875,33.57400131225586,28.170001983642578,21.126001358032227,16.84000015258789,7.61400032043457,5.174000263214111,53.35400390625,53.13600158691406,38.61800003051758,38.93600082397461,20.634000778198242,21.20400047302246,7.682000160217285,8.152000427246094,1.7340000867843628,1.9580000638961792,45.63600158691406,30.240001678466797,10.9660005569458,7.604000568389893,5.038000106811523,32.19600296020508,44.064002990722656,23.088001251220703,29.82000160217285,16.588001251220703,20.91200065612793,5.892000198364258,7.88800048828125,1.5160000324249268,2.114000082015991,59.650001525878906,58.224002838134766,54.84800338745117,53.522003173828125,51.14800262451172,50.57200241088867,40.38200378417969,40.35600280761719,28.170001983642578,28.41400146484375,64.49400329589844,56.37000274658203,51.77400207519531,42.46200180053711,32.94000244140625,25.47800064086914,17.052000045776367,13.218000411987305,10.854000091552734,8.65000057220459,49.78000259399414,57.46600341796875,48.75800323486328,52.94600296020508,31.578001022338867,42.07400131225586,18.09200096130371,25.192001342773438,11.99000072479248,11.096000671386719,67.83600616455078,60.94000244140625,63.724002838134766,56.70000457763672,70.91000366210938,65.78800201416016,59.59800338745117,53.75800323486328,45.868003845214844,41.284000396728516,49.46600341796875,50.36000061035156,33.60000228881836,34.18000030517578,18.6560001373291,18.582000732421875,6.034000396728516,5.578000068664551,2.3560001850128174,2.2300000190734863,49.230003356933594,48.53200149536133,34.08400344848633,24.73000144958496,37.67000198364258,28.4320011138916,25.006000518798828,18.14000129699707,14.322000503540039,10.768000602722168,70.06000518798828,66.81800079345703,60.862003326416016,55.57400131225586,56.2920036315918,45.672000885009766,32.00400161743164,35.496002197265625,22.98000144958496,24.4320011138916,52.34600067138672,53.85200119018555,43.794002532958984,45.8280029296875,23.242000579833984,24.61600112915039,14.580000877380371,15.450000762939453,7.898000240325928,8.2160005569458,74.03800201416016,45.57600402832031,38.880001068115234,35.78000259399414,32.44600296020508,28.93800163269043,25.702001571655273,23.542001724243164,21.974000930786133,18.600000381469727,31.65999984741211,20.67244529724121,63.66095581605049,46.61857529305681,61.529998779296875,61.16999816894531,81.68000030517578,70.43999481201172,70.79000091552734,75.44999694824219,75.83999633789062,30.87393323971049,51.25200271606445,8.184000015258789,9.719999313354492,6.474000453948975,15.554000854492188,74.03800201416016,90.22999572753906,90.8499984741211,76.24000549316406,98.19444444444444,98.3896103896104,89.88800048828125,57.0935960591133,40.837438423645324
vgg16_bn_lpf2,64.02200317382812,3.0533335208892822,73.24000549316406,67.99800109863281,71.30400085449219,65.95600128173828,68.37200164794922,62.80400466918945,63.94400405883789,57.5780029296875,57.302001953125,50.082000732421875,68.80000305175781,59.198001861572266,64.93600463867188,52.316001892089844,56.432003021240234,38.22600173950195,33.39200210571289,14.022000312805176,10.980000495910645,3.614000082015991,55.006004333496094,48.2760009765625,43.25600051879883,39.358001708984375,27.056001663208008,24.496000289916992,16.25800132751465,14.090001106262207,9.460000038146973,7.944000244140625,66.91600036621094,61.868003845214844,47.090003967285156,41.586002349853516,40.862003326416016,42.064002990722656,20.908000946044922,26.358001708984375,4.208000183105469,6.686000347137451,66.06000518798828,55.46400451660156,62.04600143432617,48.900001525878906,55.25200271606445,39.71600341796875,50.53400421142578,33.374000549316406,35.86600112915039,18.66200065612793,58.30000305175781,53.082000732421875,40.46800231933594,35.79600143432617,28.808000564575195,24.790000915527344,27.0260009765625,22.84800148010254,20.95600128173828,17.284000396728516,68.30599975585938,60.096004486083984,50.358001708984375,43.04800033569336,32.0260009765625,27.406002044677734,19.990001678466797,16.610000610351562,7.648000240325928,5.824000358581543,53.61600112915039,53.69200134277344,37.71000289916992,39.902000427246094,17.244001388549805,22.552001953125,4.218000411987305,9.070000648498535,0.7500000596046448,2.252000093460083,46.044002532958984,31.01000213623047,10.818000793457031,7.890000343322754,5.676000118255615,29.23600196838379,45.86600112915039,19.882001876831055,31.05000114440918,12.944000244140625,21.4320011138916,3.00600004196167,8.032000541687012,0.578000009059906,2.390000104904175,59.202003479003906,56.996002197265625,54.01400375366211,52.30800247192383,50.290000915527344,48.68000411987305,37.6400032043457,38.07600021362305,23.45400047302246,25.632001876831055,64.41200256347656,56.9160041809082,52.006004333496094,44.0160026550293,33.814002990722656,26.788002014160156,18.34200096130371,14.068000793457031,12.042000770568848,9.160000801086426,48.26000213623047,56.56200408935547,48.21600341796875,52.11600112915039,29.942001342773438,39.316001892089844,15.768000602722168,22.86600112915039,7.600000381469727,11.222000122070312,68.42400360107422,61.07200241088867,63.98800277709961,57.03400421142578,70.68800354003906,65.19200134277344,58.40200424194336,52.85000228881836,45.0620002746582,40.604000091552734,50.79600143432617,51.288002014160156,32.64800262451172,35.634002685546875,15.090001106262207,19.952001571655273,3.078000068664551,6.562000274658203,0.9620000720024109,2.698000192642212,48.788002014160156,48.208003997802734,33.802001953125,25.160001754760742,36.89800262451172,28.022001266479492,24.744001388549805,18.286001205444336,14.964000701904297,11.402000427246094,69.46000671386719,66.17200469970703,59.25200271606445,54.33000183105469,55.00200271606445,44.694000244140625,32.99800109863281,34.52000045776367,24.13800048828125,23.41200065612793,53.794002532958984,54.332000732421875,44.534000396728516,46.810001373291016,21.41400146484375,25.830001831054688,12.368000984191895,16.618000030517578,6.01200008392334,9.202000617980957,74.00800323486328,46.500003814697266,39.262001037597656,36.874000549316406,33.454002380371094,30.066001892089844,26.452001571655273,24.63800048828125,22.98000144958496,19.676000595092773,31.100000381469727,20.399301528930664,63.570784490532006,45.62669071235347,61.77000045776367,61.65999984741211,82.31999969482422,70.40999603271484,70.83999633789062,75.9000015258789,76.05999755859375,31.187209679161715,47.552001953125,8.218000411987305,8.9399995803833,6.544000148773193,14.462000846862793,74.00800323486328,90.1500015258789,90.8699951171875,76.14400482177734,98.33333333333333,98.42424242424242,89.69600677490234,57.536945812807886,41.083743842364534
vgg16_bn_lpf3,63.98400115966797,3.0533335208892822,73.27000427246094,68.33600616455078,71.44000244140625,66.41200256347656,68.60000610351562,63.42400360107422,64.5320053100586,58.43400192260742,58.56200408935547,51.61600112915039,68.63400268554688,59.62200164794922,64.83000183105469,52.746002197265625,56.3380012512207,38.69600296020508,33.71200180053711,14.980000495910645,11.366000175476074,3.832000255584717,55.630001068115234,48.75400161743164,43.97600173950195,39.17000198364258,26.668001174926758,23.59400177001953,15.708001136779785,13.960000991821289,9.452000617980957,8.350000381469727,67.21000671386719,62.46200180053711,46.87800216674805,42.10400390625,41.64200210571289,42.94600296020508,22.530000686645508,27.988000869750977,4.798000335693359,7.714000225067139,66.34200286865234,56.11600112915039,62.4900016784668,49.928001403808594,56.0160026550293,41.20800018310547,50.97200393676758,35.05400085449219,35.35600280761719,19.726001739501953,58.26000213623047,54.07600402832031,40.470001220703125,36.80000305175781,29.14200210571289,25.73200035095215,27.174001693725586,23.82000160217285,21.240001678466797,18.248001098632812,68.89600372314453,61.02000427246094,51.37800216674805,43.35000228881836,32.49400329589844,27.132001876831055,19.48200035095215,16.1820011138916,7.680000305175781,6.186000347137451,52.724002838134766,53.37800216674805,36.21800231933594,38.28000259399414,16.944000244140625,20.362001419067383,4.5360002517700195,8.182000160217285,0.7780000567436218,2.0960001945495605,45.91200256347656,30.836002349853516,11.072000503540039,7.7960004806518555,5.148000240325928,28.84400177001953,47.00400161743164,18.54800033569336,33.17000198364258,12.112000465393066,22.948001861572266,3.1120002269744873,8.192000389099121,0.6680000424385071,2.242000102996826,59.67400360107422,58.02000427246094,55.108001708984375,53.45000076293945,51.634002685546875,50.35000228881836,41.48600387573242,40.44000244140625,29.80000114440918,29.16600227355957,64.52000427246094,56.85400390625,52.27400207519531,43.944000244140625,34.09400177001953,26.878002166748047,18.226001739501953,14.238000869750977,11.678000450134277,9.390000343322754,49.51000213623047,57.37600326538086,49.592002868652344,52.676002502441406,30.312002182006836,39.41800308227539,15.946001052856445,21.420000076293945,11.528000831604004,9.2160005569458,68.19800567626953,61.336002349853516,63.74800491333008,56.9160041809082,70.93400573730469,66.19200134277344,58.5680046081543,54.018001556396484,44.52400207519531,41.21600341796875,49.332000732421875,50.980003356933594,30.606000900268555,34.19000244140625,14.744000434875488,18.942001342773438,3.5240001678466797,6.396000385284424,1.284000039100647,2.8480000495910645,50.42400360107422,49.22200393676758,35.72200012207031,25.98600196838379,37.552001953125,28.1460018157959,23.898000717163086,17.384000778198242,15.644001007080078,11.842000961303711,69.85600280761719,66.85200500488281,60.93000411987305,55.11000442504883,56.948001861572266,45.43800354003906,32.33399963378906,35.83400344848633,22.948001861572266,24.89000129699707,51.90200424194336,54.38200378417969,41.64800262451172,46.21800231933594,18.84600067138672,25.214000701904297,10.884000778198242,16.404001235961914,5.454000473022461,9.428000450134277,73.92000579833984,46.432003021240234,39.54800033569336,36.974002838134766,33.18400192260742,30.124000549316406,26.380001068115234,24.666000366210938,22.89000129699707,19.608001708984375,31.8700008392334,20.75497817993164,63.11992786293958,45.98737601442741,61.78999710083008,61.93000030517578,81.83999633789062,70.79000091552734,71.04999542236328,76.40999603271484,76.6500015258789,31.916387598574055,48.704002380371094,8.334000587463379,9.699999809265137,6.5960001945495605,14.656001091003418,73.92000579833984,90.3499984741211,90.72999572753906,75.93600463867188,98.39583333333334,98.37229437229438,89.60000610351562,59.11330049261084,41.87192118226601
resnet50_with_frost_aws,59.2760009765625,2.18666672706604,73.78400421142578,68.56200408935547,72.09400177001953,66.66600036621094,69.74200439453125,63.470001220703125,65.78800201416016,58.018001556396484,59.83400344848633,50.48200225830078,73.78400421142578,56.810001373291016,58.9900016784668,46.35600280761719,43.01000213623047,26.630001068115234,11.41200065612793,4.360000133514404,1.474000096321106,0.800000011920929,57.810001373291016,51.94600296020508,48.810001373291016,45.05000305175781,32.55000305175781,30.040000915527344,20.54400062561035,19.326000213623047,12.606000900268555,11.69800090789795,65.77200317382812,61.54600143432617,43.310001373291016,39.39800262451172,56.230003356933594,54.63200378417969,41.0260009765625,42.948001861572266,15.134000778198242,19.772001266479492,73.78400421142578,53.80400085449219,57.880001068115234,45.05400085449219,49.518001556396484,34.14200210571289,47.522003173828125,31.476001739501953,36.01000213623047,18.898000717163086,73.78400421142578,64.22400665283203,72.65800476074219,54.94200134277344,72.04400634765625,46.78200149536133,72.07400512695312,45.53200149536133,71.5,39.73200225830078,73.78400421142578,61.14400100708008,55.25400161743164,48.35000228881836,41.178001403808594,35.14400100708008,28.41600227355957,23.288002014160156,12.556000709533691,9.824000358581543,73.78400421142578,59.130001068115234,45.5880012512207,49.27400207519531,25.974000930786133,33.480003356933594,9.652000427246094,17.04400062561035,1.8040001392364502,5.298000335693359,55.78000259399414,47.124000549316406,27.552001953125,21.968000411987305,15.236001014709473,73.78400421142578,48.374000549316406,35.38800048828125,39.91400146484375,23.4320011138916,31.50600242614746,6.652000427246094,14.598000526428223,1.1019999980926514,4.588000297546387,73.78400421142578,60.336002349853516,59.45600128173828,57.0880012512207,56.62200164794922,54.49400329589844,46.13200378417969,45.086002349853516,30.75200080871582,30.972002029418945,64.302001953125,59.538002014160156,53.21600341796875,48.67400360107422,36.04800033569336,32.06999969482422,19.84400177001953,17.398000717163086,12.802000999450684,11.390000343322754,73.78400421142578,59.89600372314453,57.46400451660156,57.044002532958984,42.868003845214844,49.92400360107422,28.602001190185547,36.772003173828125,20.102001190185547,27.136001586914062,73.78400421142578,60.432003021240234,60.35600280761719,54.64600372314453,70.54000091552734,65.33000183105469,58.496002197265625,53.13200378417969,42.50400161743164,38.72200012207031,73.78400421142578,58.35000228881836,41.56800079345703,45.97600173950195,23.84600067138672,30.562002182006836,7.048000335693359,12.398000717163086,2.3540000915527344,5.860000133514404,61.884002685546875,60.888004302978516,54.15200424194336,46.07400131225586,51.980003356933594,44.12000274658203,41.7660026550293,31.802001953125,42.07200241088867,30.196001052856445,73.78400421142578,67.67400360107422,64.2040023803711,59.45000457763672,61.45600128173828,51.858001708984375,32.134002685546875,34.71800231933594,24.86800193786621,24.496000289916992,73.78400421142578,60.612003326416016,52.21000289916992,54.45000076293945,28.678001403808594,33.564002990722656,18.12200164794922,22.73600196838379,9.276000022888184,13.544000625610352,73.78400421142578,50.13600158691406,41.428001403808594,41.500003814697266,34.70800018310547,33.018001556396484,27.80000114440918,27.304000854492188,23.788002014160156,21.334001541137695,35.8466682434082,23.39995002746582,66.0054102795311,49.32371505861136,61.939998626708984,61.56999969482422,81.5199966430664,70.25,70.8699951171875,76.18999481201172,76.4000015258789,30.733498973749597,54.618003845214844,9.952000617980957,11.69800090789795,7.578000545501709,20.986000061035156,73.78400421142578,90.38999938964844,90.8699951171875,74.94400024414062,98.29861111111111,98.45021645021646,89.5840072631836,57.487684729064036,43.251231527093594
resnet50_with_jpeg_compression_aws,62.454002380371094,2.6133334636688232,73.62600708007812,71.50200653076172,70.31200408935547,69.2280044555664,66.84200286865234,65.57400512695312,61.7660026550293,59.970001220703125,54.23200225830078,52.262001037597656,73.62600708007812,59.38200378417969,53.27400207519531,50.038002014160156,36.522003173828125,32.544002532958984,9.722000122070312,7.62600040435791,1.1980000734329224,0.9980000257492065,59.81200408935547,57.198001861572266,52.99200439453125,50.05600357055664,38.93800354003906,35.5620002746582,27.21200180053711,23.860000610351562,17.918001174926758,15.210000991821289,66.28600311279297,65.48400115966797,42.97600173950195,42.64800262451172,60.012001037597656,57.5680046081543,48.332000732421875,46.086002349853516,24.06800079345703,22.32400131225586,73.62600708007812,54.62400436401367,48.0420036315918,45.85600280761719,37.124000549316406,34.9640007019043,30.522001266479492,29.054000854492188,15.356000900268555,14.580000877380371,73.62600708007812,60.22600173950195,42.45800018310547,43.39800262451172,30.280000686645508,31.178001403808594,27.878002166748047,29.102001190185547,21.48200035095215,22.29400062561035,73.62600708007812,65.23400115966797,58.93800354003906,53.48600387573242,46.91200256347656,40.380001068115234,35.31800079345703,28.63800048828125,18.25200080871582,12.806000709533691,73.62600708007812,59.5160026550293,48.66200256347656,42.40400314331055,27.328001022338867,19.580001831054688,9.678000450134277,6.474000453948975,2.6100001335144043,1.846000075340271,60.94600296020508,50.678001403808594,26.584001541137695,19.96200180053711,14.430000305175781,73.62600708007812,51.23200225830078,39.64800262451172,32.18400192260742,27.382001876831055,20.266000747680664,9.416000366210938,6.288000106811523,2.8420002460479736,1.940000057220459,73.62600708007812,69.92400360107422,72.55599975585938,68.09000396728516,72.2540054321289,66.65800476074219,70.7300033569336,61.55400466918945,68.2300033569336,51.04600143432617,63.926002502441406,61.79600143432617,51.41800308227539,49.682003021240234,34.314002990722656,32.634002685546875,19.246000289916992,18.48200035095215,12.736001014709473,12.454000473022461,73.62600708007812,70.43000030517578,72.02000427246094,69.64400482177734,59.30800247192383,61.9900016784668,38.25200271606445,39.13199996948242,34.0620002746582,24.748001098632812,73.62600708007812,65.11199951171875,62.358001708984375,60.388004302978516,68.87800598144531,68.05400085449219,54.8900032043457,54.26400375366211,40.34000015258789,39.902000427246094,73.62600708007812,58.0880012512207,46.246002197265625,39.53600311279297,28.086000442504883,21.07400131225586,9.370000839233398,6.958000183105469,4.0,3.2920000553131104,44.380001068115234,50.80600357055664,27.910001754760742,27.71000099182129,27.298002243041992,29.25200080871582,16.368000030517578,18.056001663208008,13.588000297546387,14.068000793457031,73.62600708007812,70.75200653076172,59.5880012512207,59.288002014160156,55.160003662109375,47.31800079345703,35.294002532958984,36.65999984741211,27.554000854492188,24.73600196838379,73.62600708007812,62.006004333496094,57.99800109863281,54.28000259399414,36.70800018310547,30.7760009765625,25.448001861572266,20.09400177001953,15.17400074005127,11.884000778198242,73.62600708007812,52.34800338745117,40.84800338745117,43.0620002746582,32.54199981689453,34.820003509521484,26.374000549316406,28.41200065612793,22.02800178527832,22.11400032043457,36.52000045776367,23.10519027709961,68.98106402164112,52.569882777276824,61.16999816894531,60.88999938964844,81.5199966430664,70.66999816894531,71.0,76.54000091552734,76.81999969482422,32.18105217673112,70.17200469970703,34.97200012207031,39.46000289916992,8.76200008392334,20.142000198364258,73.62600708007812,90.25,90.4000015258789,76.38400268554688,98.27083333333333,98.51082251082252,89.24800109863281,63.004926108374384,47.29064039408867
bninception,61.590003967285156,3.4000000953674316,72.96000671386719,70.94200134277344,71.16800689697266,69.14200592041016,68.2300033569336,65.88800048828125,63.932003021240234,60.82200241088867,57.58400344848633,53.64800262451172,67.24600219726562,63.12000274658203,62.94400405883789,56.5420036315918,54.05600357055664,43.16800308227539,29.63800048828125,16.16200065612793,8.358000755310059,3.6040000915527344,60.72200393676758,56.30400085449219,53.19400405883789,48.35000228881836,38.47600173950195,32.672000885009766,25.152000427246094,21.236000061035156,15.836000442504883,13.41200065612793,67.26800537109375,65.31999969482422,45.75400161743164,44.5780029296875,58.474002838134766,56.92400360107422,43.90800094604492,44.63200378417969,16.79400062561035,19.604000091552734,63.60000228881836,59.40800094604492,58.93800354003906,53.23400115966797,51.720001220703125,44.37600326538086,46.55600357055664,38.134002685546875,32.19000244140625,22.77800178527832,59.2400016784668,57.30400085449219,41.79600143432617,39.83000183105469,29.976001739501953,28.156002044677734,27.860000610351562,26.176000595092773,21.82400131225586,20.106000900268555,69.68600463867188,64.81400299072266,58.58000183105469,51.9900016784668,44.922000885009766,36.395999908447266,31.660001754760742,24.190000534057617,13.920001029968262,9.906000137329102,59.17200469970703,55.7660026550293,47.77000045776367,40.90800094604492,30.586002349853516,22.826000213623047,13.730000495910645,9.222000122070312,3.2240002155303955,2.1579999923706055,52.15400314331055,37.108001708984375,14.736001014709473,10.372000694274902,7.432000160217285,50.72800064086914,44.066001892089844,39.12800216674805,30.25200080871582,28.898000717163086,20.910001754760742,11.594000816345215,7.678000450134277,3.182000160217285,2.0180001258850098,66.4020004272461,63.794002532958984,63.20000457763672,59.862003326416016,60.1140022277832,56.922000885009766,49.570003509521484,45.31800079345703,32.676002502441406,28.716001510620117,65.14800262451172,62.144004821777344,55.57400131225586,50.92000198364258,40.36600112915039,34.28200149536133,24.184001922607422,19.41200065612793,16.332000732421875,12.992000579833984,63.8800048828125,65.42000579833984,66.00800323486328,63.18000411987305,34.25400161743164,45.130001068115234,18.744001388549805,26.00800132751465,26.006000518798828,20.29400062561035,66.85600280761719,63.78600311279297,61.108001708984375,56.95000457763672,69.94600677490234,68.06999969482422,60.11000442504883,56.78400421142578,48.83400344848633,44.79800033569336,58.51400375366211,54.55000305175781,45.336002349853516,38.16600036621094,29.180002212524414,21.804000854492188,10.954000473022461,7.506000518798828,4.802000045776367,3.3940000534057617,48.368003845214844,52.41800308227539,34.47600173950195,30.00800132751465,35.730003356933594,33.8640022277832,24.654001235961914,22.836000442504883,19.21200180053711,16.23200035095215,69.62800598144531,69.83600616455078,60.204002380371094,58.89400100708008,55.15400314331055,48.78400421142578,30.68800163269043,35.194000244140625,23.894001007080078,23.68000030517578,61.130001068115234,57.82200241088867,54.56800079345703,50.19600296020508,33.820003509521484,27.726001739501953,22.826000213623047,17.82000160217285,12.964000701904297,9.670000076293945,73.52400207519531,50.31800079345703,39.236000061035156,40.55000305175781,35.038002014160156,34.178001403808594,28.11800193786621,27.884000778198242,24.998001098632812,22.358001708984375,36.72666931152344,23.855844497680664,68.98106402164112,48.963029756537416,62.119998931884766,61.98999786376953,83.1199951171875,71.13999938964844,71.29000091552734,76.54000091552734,76.94999694824219,33.2991249864967,51.89999771118164,11.139999389648438,12.41200065612793,9.622000694274902,23.692001342773438,73.52400207519531,90.16999816894531,90.65999603271484,76.56000518798828,98.03472222222223,98.34632034632035,89.18400573730469,60.39408866995074,41.77339901477832
mnasnet1_0,61.11000442504883,2.9066667556762695,72.49000549316406,67.81400299072266,70.37600708007812,65.6500015258789,66.93000030517578,62.176002502441406,61.93000411987305,56.88200378417969,54.92000198364258,49.044002532958984,64.86199951171875,56.1400032043457,58.4900016784668,47.74800109863281,45.75600051879883,32.204002380371094,19.48400115966797,9.386000633239746,4.258000373840332,2.0880000591278076,55.506004333496094,51.400001525878906,44.794002532958984,42.75400161743164,28.062002182006836,26.774002075195312,17.013999938964844,15.822000503540039,10.148000717163086,9.080000877380371,65.802001953125,61.90800476074219,43.87600326538086,40.0160026550293,53.46800231933594,51.676002502441406,36.46600341796875,38.48800277709961,12.196001052856445,15.898000717163086,61.16800308227539,52.65200424194336,55.230003356933594,45.13200378417969,46.5260009765625,35.30800247192383,41.034000396728516,28.726001739501953,24.50400161743164,14.506000518798828,53.16200256347656,51.50800323486328,32.71800231933594,32.76000213623047,21.1460018157959,21.32000160217285,19.350000381469727,19.47800064086914,13.930000305175781,14.034000396728516,68.06400299072266,61.44400405883789,51.94200134277344,46.72200393676758,34.99800109863281,31.268001556396484,22.016000747680664,19.464000701904297,8.778000831604004,7.044000148773193,55.21200180053711,53.98400115966797,41.8900032043457,41.698001861572266,22.470001220703125,23.55000114440918,7.168000221252441,7.8560004234313965,1.0860000848770142,1.2920000553131104,47.55600357055664,33.4900016784668,12.74000072479248,9.00200080871582,6.630000114440918,45.16200256347656,44.77000045776367,31.362001419067383,30.658000946044922,21.244001388549805,21.172000885009766,6.190000057220459,6.696000099182129,1.1640000343322754,1.3860000371932983,61.25200271606445,59.63600158691406,57.28400421142578,56.0160026550293,54.388004302978516,52.98400115966797,44.570003509521484,43.74800109863281,32.38600158691406,32.09400177001953,64.4520034790039,58.62600326538086,54.05400085449219,47.62600326538086,37.172000885009766,31.43800163269043,21.25800132751465,17.512001037597656,14.050000190734863,11.522000312805176,52.19600296020508,58.94600296020508,50.66200256347656,55.678001403808594,34.176002502441406,43.49400329589844,22.422000885009766,30.380001068115234,21.150001525878906,24.244001388549805,65.26600646972656,59.14200210571289,60.68800354003906,54.68800354003906,69.78400421142578,64.98400115966797,57.12800216674805,52.884002685546875,44.500003814697266,40.538002014160156,52.6140022277832,51.94200134277344,36.724002838134766,37.27799987792969,20.040000915527344,20.828001022338867,4.988000392913818,5.426000118255615,1.658000111579895,1.940000057220459,44.8380012512207,46.250003814697266,27.830001831054688,21.48200035095215,31.658000946044922,26.148000717163086,19.492000579833984,16.360000610351562,11.820000648498535,10.134000778198242,69.6240005493164,66.53400421142578,60.21600341796875,55.118003845214844,54.000003814697266,43.73200225830078,36.41400146484375,36.03200149536133,24.726001739501953,23.308000564575195,54.82200241088867,54.262001037597656,46.43400192260742,46.90800094604492,25.472002029418945,25.4320011138916,15.68600082397461,15.750000953674316,8.246000289916992,8.07800006866455,73.45600128173828,44.124000549316406,35.55400085449219,34.586002349853516,30.64000129699707,27.768001556396484,24.190000534057617,22.34000015258789,20.72800064086914,17.792001724243164,32.26000213623047,20.126157760620117,63.39044183949504,45.98737601442741,60.90999984741211,60.439998626708984,82.79999542236328,69.27999877929688,69.72000122070312,74.72999572753906,75.1199951171875,32.07302581829967,48.20000076293945,8.779999732971191,10.380000114440918,7.732000350952148,17.900001525878906,73.45600128173828,89.91999816894531,90.3499984741211,75.61600494384766,98.02777777777779,98.3982683982684,89.2800064086914,54.08866995073892,39.11330049261083
vgg16_bn,62.5680046081543,2.6533334255218506,72.72600555419922,67.98800659179688,71.01000213623047,66.19200134277344,68.20800018310547,63.02000427246094,64.13800048828125,58.220001220703125,58.1140022277832,51.06800079345703,67.57200622558594,58.2760009765625,63.07200241088867,50.77800369262695,53.948001861572266,36.27799987792969,31.07000160217285,12.570000648498535,9.836000442504883,3.6180002689361572,55.012001037597656,48.63600158691406,44.052001953125,40.07400131225586,27.09600067138672,24.522001266479492,16.31599998474121,14.392001152038574,9.838000297546387,8.628000259399414,66.79800415039062,62.05000305175781,46.94400405883789,41.80400085449219,42.74800109863281,43.17000198364258,24.32200050354004,27.924001693725586,6.068000316619873,8.016000747680664,64.80599975585938,54.794002532958984,60.480003356933594,48.15800094604492,53.62000274658203,38.75800323486328,48.98200225830078,32.13600158691406,34.60000228881836,17.308000564575195,56.09800338745117,53.202003479003906,37.906002044677734,35.71200180053711,26.43000030517578,24.86600112915039,24.786001205444336,23.11400032043457,18.796001434326172,17.43600082397461,68.7760009765625,60.21200180053711,50.16800308227539,42.802001953125,31.566001892089844,27.744001388549805,19.45800018310547,17.474000930786133,8.12600040435791,6.526000499725342,54.3380012512207,53.55600357055664,39.224002838134766,39.58000183105469,19.084001541137695,21.61400032043457,5.594000339508057,8.458000183105469,0.6920000314712524,2.2240002155303955,44.996002197265625,30.128002166748047,10.49000072479248,6.9860005378723145,4.872000217437744,24.644001007080078,46.224002838134766,18.928001403808594,33.444000244140625,14.36600112915039,23.382001876831055,4.326000213623047,8.488000869750977,0.6500000357627869,2.380000114440918,58.570003509521484,57.342002868652344,53.858001708984375,52.820003509521484,50.30800247192383,49.5780029296875,39.59800338745117,38.98800277709961,26.66200065612793,26.132001876831055,63.454002380371094,56.47600173950195,51.082000732421875,43.13200378417969,32.522003173828125,25.91200065612793,17.104000091552734,13.770000457763672,11.066000938415527,9.152000427246094,44.73200225830078,56.53200149536133,44.14800262451172,51.788002014160156,24.496000289916992,37.27000045776367,13.332000732421875,20.034000396728516,6.5420002937316895,9.636000633239746,67.04000091552734,60.42400360107422,62.60400390625,56.012001037597656,70.48600006103516,65.64800262451172,59.368003845214844,53.89400100708008,45.98200225830078,41.788002014160156,51.16400146484375,51.56800079345703,34.11600112915039,35.820003509521484,16.82400131225586,20.12200164794922,3.684000253677368,6.468000411987305,0.9440000653266907,2.820000171661377,48.474002838134766,48.32200241088867,33.44000244140625,24.84600067138672,35.895999908447266,27.964000701904297,23.37200164794922,17.98200035095215,13.320000648498535,10.24000072479248,68.98400115966797,66.56600189208984,58.46400451660156,54.49400329589844,54.19600296020508,45.53600311279297,31.770002365112305,36.23800277709961,21.802001953125,24.606000900268555,53.74400329589844,54.6660041809082,45.02800369262695,47.41600036621094,21.98000144958496,26.644001007080078,13.004000663757324,17.286001205444336,6.116000175476074,9.694000244140625,73.36000061035156,44.73600387573242,36.64800262451172,34.8280029296875,30.606000900268555,28.374000549316406,23.788002014160156,22.942001342773438,20.27400016784668,17.970001220703125,30.356666564941406,19.949302673339844,66.36609558160504,47.430117222723176,60.779998779296875,60.709999084472656,81.36000061035156,70.04999542236328,70.25,75.54000091552734,75.93000030517578,31.49508480069137,41.19000244140625,8.059999465942383,8.920000076293945,6.6020002365112305,13.630001068115234,73.36000061035156,90.08999633789062,90.54000091552734,75.16800689697266,98.20833333333333,98.25108225108225,89.552001953125,57.19211822660098,39.60591133004926
resnet34,60.95600128173828,1.8666666746139526,72.42000579833984,69.37200164794922,70.78400421142578,67.48600006103516,67.91400146484375,64.32400512695312,63.80800247192383,59.39600372314453,57.74800109863281,52.75400161743164,67.01399993896484,60.65400314331055,62.58400344848633,54.37600326538086,54.288002014160156,41.69000244140625,33.04199981689453,17.530000686645508,11.63800048828125,4.61400032043457,59.23400115966797,54.978004455566406,51.794002532958984,47.836002349853516,37.41600036621094,33.41400146484375,25.70400047302246,21.996000289916992,16.39000129699707,13.840001106262207,66.0300064086914,63.59800338745117,43.46600341796875,41.30800247192383,53.980003356933594,52.2140007019043,39.05000305175781,39.5780029296875,14.882000923156738,16.292001724243164,63.936004638671875,57.16400146484375,59.38200378417969,50.89400100708008,51.78600311279297,41.55000305175781,45.78200149536133,35.178001403808594,30.798002243041992,20.29400062561035,59.01400375366211,56.112003326416016,40.94000244140625,39.23400115966797,28.856000900268555,27.780000686645508,26.680002212524414,25.910001754760742,20.154001235961914,19.634000778198242,69.18000030517578,63.400001525878906,57.60600280761719,51.332000732421875,44.038002014160156,37.564002990722656,30.316001892089844,25.420001983642578,12.77400016784668,11.136000633239746,60.156002044677734,58.566001892089844,48.57200241088867,47.60400390625,29.280000686645508,28.84200096130371,10.808000564575195,11.632000923156738,2.009999990463257,2.7780001163482666,53.24200439453125,40.630001068115234,17.57200050354004,12.462000846862793,8.494000434875488,47.63200378417969,46.90800094604492,36.97800064086914,35.645999908447266,26.948001861572266,27.014001846313477,8.836000442504883,10.974000930786133,1.7260000705718994,3.000000238418579,63.72600173950195,62.130001068115234,60.746002197265625,59.05000305175781,58.0160026550293,56.48400115966797,50.14600372314453,48.87200164794922,39.272003173828125,37.518001556396484,65.0,60.21600341796875,55.19200134277344,49.20000076293945,39.0420036315918,33.11800003051758,23.43800163269043,19.238000869750977,15.62800121307373,12.972001075744629,62.35600280761719,62.96600341796875,63.552001953125,60.64400100708008,45.72800064086914,51.30800247192383,34.77799987792969,39.96800231933594,31.804000854492188,33.052001953125,66.75800323486328,62.62000274658203,61.6660041809082,57.79600143432617,69.91200256347656,66.62000274658203,59.092002868652344,55.10200119018555,47.082000732421875,43.750003814697266,57.87200164794922,56.50800323486328,43.79800033569336,42.58400344848633,26.81800079345703,25.830001831054688,8.16200065612793,9.144000053405762,2.6760001182556152,3.8620002269744873,48.48800277709961,50.060001373291016,34.41800308227539,28.376001358032227,36.05000305175781,31.312002182006836,24.584001541137695,20.486000061035156,18.536001205444336,14.630001068115234,69.26399993896484,67.85600280761719,60.02000427246094,56.948001861572266,55.21600341796875,46.05000305175781,33.566001892089844,36.566001892089844,25.50800132751465,25.040000915527344,59.118003845214844,58.09400177001953,52.038002014160156,51.08400344848633,31.29400062561035,29.970001220703125,21.634000778198242,20.316001892089844,12.226000785827637,11.868000984191895,73.31400299072266,48.3280029296875,39.03200149536133,38.32200241088867,33.4640007019043,31.422000885009766,26.666000366210938,25.48000144958496,23.38800048828125,19.862001419067383,36.073333740234375,23.47265625,67.98917944093779,47.97114517583408,61.19999694824219,60.869998931884766,82.63999938964844,70.05999755859375,70.1500015258789,76.13999938964844,76.29000091552734,30.992762233985093,56.79999923706055,9.65999984741211,11.199999809265137,7.242000579833984,21.68800163269043,73.31400299072266,89.94999694824219,90.29999542236328,76.4800033569336,98.125,98.3982683982684,89.29600524902344,57.931034482758626,42.758620689655174
resnet18_swsl,63.08200454711914,6.240000247955322,72.96400451660156,69.28400421142578,71.78400421142578,67.94800567626953,69.91200256347656,65.70000457763672,66.72000122070312,61.978004455566406,62.006004333496094,56.586002349853516,71.4260025024414,65.0780029296875,69.73600006103516,61.46000289916992,65.28800201416016,52.91800308227539,48.78600311279297,27.89000129699707,21.386001586914062,6.908000469207764,60.182003021240234,54.67400360107422,52.32600402832031,46.37600326538086,35.044002532958984,28.272001266479492,21.018001556396484,15.986001014709473,11.986001014709473,9.172000885009766,65.6520004272461,63.564002990722656,41.380001068115234,39.72200012207031,48.858001708984375,47.46200180053711,32.66400146484375,33.65999984741211,11.038000106811523,12.072000503540039,68.42200469970703,61.45000457763672,65.55400085449219,56.55600357055664,59.37200164794922,47.814002990722656,53.0260009765625,39.836002349853516,36.46800231933594,23.11800193786621,59.794002532958984,56.228004455566406,43.052001953125,39.84800338745117,32.21800231933594,29.198001861572266,30.150001525878906,27.2080020904541,24.18800163269043,21.444000244140625,69.76600646972656,64.20000457763672,58.73600387573242,50.9160041809082,44.53000259399414,34.33000183105469,30.09600067138672,19.696001052856445,10.09000015258789,6.434000492095947,58.20600128173828,56.44600296020508,43.974002838134766,42.94600296020508,22.380001068115234,23.952001571655273,6.244000434875488,8.576000213623047,1.0420000553131104,1.6640000343322754,49.73200225830078,33.612003326416016,12.406000137329102,8.648000717163086,5.658000469207764,38.10600280761719,42.284000396728516,24.998001098632812,27.560001373291016,15.928000450134277,18.84400177001953,4.2900004386901855,6.468000411987305,0.9020000696182251,1.630000114440918,63.368003845214844,61.564002990722656,59.066001892089844,57.28000259399414,56.18000411987305,53.630001068115234,46.198001861572266,42.93600082397461,33.402000427246094,29.942001342773438,63.83400344848633,58.81200408935547,51.96000289916992,45.374000549316406,33.68600082397461,27.548002243041992,17.650001525878906,14.374000549316406,11.428000450134277,9.498000144958496,64.47000122070312,63.676002502441406,65.92000579833984,62.156002044677734,55.3380012512207,55.220001220703125,46.336002349853516,46.23400115966797,44.21200180053711,40.314002990722656,70.96200561523438,65.98600006103516,65.45800018310547,60.10600280761719,71.69800567626953,68.11000061035156,64.7300033569336,59.6660041809082,53.71800231933594,48.68800354003906,54.87800216674805,53.94400405883789,38.20800018310547,38.22200012207031,19.868000030517578,21.6460018157959,4.538000106811523,6.304000377655029,1.4420000314712524,2.454000234603882,50.89600372314453,51.20000076293945,38.35000228881836,30.066001892089844,40.108001708984375,32.902000427246094,28.078001022338867,22.316001892089844,22.326000213623047,16.91400146484375,69.24000549316406,67.5,58.98800277709961,55.948001861572266,54.31800079345703,45.302001953125,31.73000144958496,33.89200210571289,22.358001708984375,22.150001525878906,57.30400085449219,56.220001220703125,48.374000549316406,48.52400207519531,24.992000579833984,26.446001052856445,15.404000282287598,16.784000396728516,7.87000036239624,8.848000526428223,44.98800277709961,46.018001556396484,35.5,35.108001708984375,30.54400062561035,28.336000442504883,23.7760009765625,22.788002014160156,21.09200096130371,17.86400032043457,52.31666946411133,35.86040496826172,69.79260595130748,50.85662759242561,62.72999954223633,62.459999084472656,83.43999481201172,70.54000091552734,70.87999725341797,76.41999816894531,76.83000183105469,33.48276979583018,48.39999771118164,9.220000267028809,9.539999961853027,8.019999504089355,20.660001754760742,73.28600311279297,90.68000030517578,91.08999633789062,76.38400268554688,98.22222222222223,98.59740259740259,89.42400360107422,60.443349753694584,43.103448275862064
resnet50_with_gaussian_noise_aws,58.65400314331055,2.5199999809265137,72.97000122070312,70.37800598144531,70.2040023803711,68.36600494384766,67.15800476074219,65.04600524902344,62.46200180053711,59.69600296020508,55.64200210571289,52.03000259399414,72.97000122070312,57.310001373291016,50.452003479003906,47.14600372314453,32.06999969482422,28.292001724243164,6.432000160217285,5.03000020980835,0.9200000166893005,0.8160000443458557,61.14800262451172,58.18400192260742,55.040000915527344,51.77800369262695,42.07200241088867,37.94600296020508,30.06800079345703,25.854001998901367,19.838001251220703,15.982000350952148,65.82400512695312,64.9520034790039,43.10600280761719,42.59400177001953,62.01200485229492,59.46000289916992,51.78200149536133,49.98400115966797,28.75200080871582,27.84600067138672,72.97000122070312,50.874000549316406,43.428001403808594,41.194000244140625,32.12800216674805,29.836002349853516,27.310001373291016,25.05000114440918,13.708000183105469,12.394001007080078,72.97000122070312,60.21600341796875,45.32400131225586,45.16600036621094,33.354000091552734,33.70600128173828,31.12200164794922,31.512001037597656,24.202001571655273,24.86400032043457,72.97000122070312,65.50200653076172,60.53000259399414,54.83400344848633,49.73800277709961,42.43400192260742,38.650001525878906,30.394001007080078,19.910001754760742,12.818000793457031,72.97000122070312,60.070003509521484,71.83200073242188,46.90800094604492,70.39800262451172,25.220001220703125,67.95600128173828,9.657999992370605,63.82200241088867,2.56600022315979,60.3900032043457,51.68600082397461,32.2660026550293,25.584001541137695,18.972000122070312,72.97000122070312,53.96000289916992,68.30599975585938,37.00400161743164,66.3080062866211,24.424001693725586,62.656002044677734,8.522000312805176,54.406002044677734,2.686000108718872,72.97000122070312,66.71800231933594,67.3800048828125,64.34200286865234,65.60600280761719,62.316001892089844,58.432003021240234,54.26400375366211,43.48800277709961,38.02000045776367,63.746002197265625,61.21200180053711,51.63200378417969,49.474002838134766,34.624000549316406,32.63800048828125,19.886001586914062,18.604000091552734,13.510000228881836,12.520000457763672,72.97000122070312,68.27200317382812,70.0060043334961,67.4280014038086,61.32200241088867,61.21000289916992,44.590003967285156,45.89400100708008,36.37800216674805,31.038002014160156,72.97000122070312,62.77000427246094,59.544002532958984,57.29600143432617,68.81400299072266,67.02200317382812,56.61600112915039,53.88200378417969,44.11000061035156,40.59600067138672,72.97000122070312,59.35600280761719,71.60600280761719,43.86000061035156,70.03400421142578,25.43600082397461,64.58800506591797,9.68600082397461,49.868003845214844,4.634000301361084,49.56200408935547,53.12000274658203,34.332000732421875,32.178001403808594,31.540000915527344,31.98400115966797,19.09200096130371,19.73200035095215,17.54800033569336,17.145999908447266,72.97000122070312,69.96200561523438,62.06200408935547,60.53200149536133,58.55400466918945,49.94400405883789,37.89400100708008,38.4640007019043,30.090002059936523,26.808000564575195,72.97000122070312,62.470001220703125,72.35400390625,56.23400115966797,70.84000396728516,33.3380012512207,69.24200439453125,22.3960018157959,65.94400024414062,13.712000846862793,72.97000122070312,53.74400329589844,44.2140007019043,45.474002838134766,35.45600128173828,37.018001556396484,28.98400115966797,30.742000579833984,23.724000930786133,23.756000518798828,37.44000244140625,23.30169677734375,69.43192064923355,54.5536519386835,60.689998626708984,60.56999969482422,81.36000061035156,70.06999969482422,70.30999755859375,75.73999786376953,75.95999908447266,30.387814626768932,70.9260025024414,46.37600326538086,48.566001892089844,9.640000343322754,21.260000228881836,72.97000122070312,89.77999877929688,89.94999694824219,74.8800048828125,98.08333333333333,98.42424242424242,88.8800048828125,60.73891625615764,46.206896551724135
resnet50_with_gaussian_noise_contrast_motion_blur_jpeg_compression_aws,61.426002502441406,2.746666669845581,72.72000122070312,71.33000183105469,70.22400665283203,69.29600524902344,67.3800048828125,66.35000610351562,63.302001953125,61.54600143432617,57.092002868652344,54.62000274658203,72.72000122070312,69.99600219726562,73.34600067138672,68.74200439453125,73.21800231933594,66.71400451660156,72.84800720214844,60.006004333496094,72.33600616455078,42.38600158691406,65.01600646972656,60.85000228881836,60.55000305175781,55.97600173950195,51.28400421142578,42.284000396728516,40.5260009765625,29.1460018157959,28.93600082397461,18.660001754760742,67.3280029296875,66.96600341796875,45.302001953125,46.070003509521484,59.97200393676758,58.650001525878906,46.608001708984375,46.832000732421875,19.310001373291016,21.356000900268555,72.72000122070312,63.026004791259766,61.75400161743164,58.01400375366211,53.76400375366211,48.906002044677734,46.974002838134766,41.724002838134766,29.740001678466797,24.838001251220703,72.72000122070312,60.04600143432617,46.018001556396484,45.492000579833984,35.65999984741211,35.0780029296875,33.89400100708008,33.24800109863281,28.16600227355957,27.20400047302246,72.72000122070312,67.24600219726562,63.44200134277344,58.73600387573242,54.314002990722656,47.676002502441406,45.314002990722656,34.90800094604492,27.59200096130371,15.918001174926758,72.72000122070312,60.810001373291016,71.24800109863281,52.62800216674805,69.34000396728516,37.474002838134766,66.26800537109375,20.05000114440918,61.090003967285156,6.592000484466553,59.15800094604492,47.124000549316406,23.910001754760742,18.242000579833984,12.176000595092773,72.72000122070312,53.89200210571289,69.42400360107422,43.8120002746582,68.03600311279297,35.1140022277832,64.0060043334961,18.02800178527832,59.108001708984375,6.772000312805176,72.72000122070312,67.7760009765625,71.72200012207031,65.16800689697266,71.15800476074219,63.34800338745117,69.4280014038086,57.18400192260742,66.83000183105469,46.26400375366211,72.98200225830078,69.76200103759766,72.43600463867188,68.53400421142578,71.78600311279297,66.89600372314453,70.99200439453125,63.62200164794922,70.04400634765625,59.682003021240234,72.72000122070312,69.11800384521484,70.18800354003906,68.60200500488281,52.858001708984375,56.74200439453125,32.444000244140625,36.454002380371094,24.09600067138672,25.09200096130371,72.72000122070312,64.84200286865234,61.55600357055664,60.43800354003906,68.77400207519531,68.10800170898438,57.49200439453125,55.91400146484375,47.09400177001953,43.832000732421875,72.72000122070312,59.9900016784668,71.21600341796875,49.63600158691406,69.22200012207031,35.7140007019043,64.31999969482422,17.126001358032227,58.202003479003906,9.178000450134277,49.704002380371094,53.99400329589844,37.57200241088867,35.172000885009766,34.262001037597656,34.46800231933594,21.660001754760742,22.62200164794922,20.542001724243164,19.286001205444336,72.72000122070312,70.16200256347656,58.17000198364258,58.686004638671875,53.932003021240234,47.09800338745117,33.678001403808594,34.294002532958984,25.796001434326172,22.910001754760742,72.72000122070312,62.3900032043457,72.14400482177734,57.37600326538086,69.79400634765625,40.00800323486328,68.06600189208984,29.98200225830078,64.88600158691406,19.744001388549805,72.72000122070312,63.428001403808594,58.69200134277344,56.7660026550293,54.80000305175781,50.8900032043457,49.34400177001953,45.23800277709961,43.3900032043457,36.33400344848633,36.38999938964844,23.46676254272461,70.96483318304779,53.29125338142471,60.15999984741211,60.13999938964844,81.75999450683594,69.47000122070312,69.29999542236328,75.56999969482422,75.58999633789062,31.90018364480933,54.69200134277344,13.340001106262207,15.976000785827637,7.642000198364258,21.724000930786133,72.72000122070312,89.62999725341797,90.0199966430664,75.21600341796875,98.02777777777779,98.3896103896104,89.02400207519531,61.724137931034484,46.108374384236456
mobilenet_v2_lpf2,59.96600341796875,1.9066667556762695,71.52400207519531,66.53400421142578,69.0979995727539,64.16000366210938,65.60600280761719,60.44000244140625,60.586002349853516,54.678001403808594,53.30000305175781,46.74400329589844,63.8380012512207,54.58000183105469,57.336002349853516,45.410003662109375,44.57200241088867,29.000001907348633,17.986000061035156,8.010000228881836,3.432000160217285,1.7720000743865967,53.18600082397461,49.230003356933594,41.90400314331055,41.082000732421875,25.84200096130371,26.420001983642578,16.09600067138672,16.582000732421875,10.082000732421875,10.3100004196167,64.64200592041016,60.432003021240234,41.93000030517578,38.44000244140625,50.342002868652344,49.16800308227539,32.78200149536133,34.9640007019043,11.35200023651123,13.43600082397461,60.178001403808594,50.80800247192383,54.19200134277344,43.13800048828125,46.29600143432617,33.32600021362305,42.48400115966797,28.170001983642578,27.474000930786133,14.636000633239746,52.17400360107422,50.05400085449219,31.93800163269043,31.59200096130371,20.82000160217285,20.700000762939453,18.862001419067383,19.14000129699707,13.60200023651123,13.914000511169434,65.82600402832031,59.40800094604492,47.09800338745117,44.432003021240234,30.056001663208008,29.920001983642578,19.4060001373291,19.34200096130371,8.742000579833984,7.828000545501709,49.874000549316406,53.108001708984375,34.27799987792969,37.3640022277832,15.53800106048584,17.98200035095215,3.7760002613067627,5.936000347137451,0.527999997138977,1.2160000801086426,45.79600143432617,31.6460018157959,11.75200080871582,8.130000114440918,5.884000301361084,37.05800247192383,42.35400390625,25.11400032043457,28.11600112915039,15.8100004196167,18.236000061035156,2.880000114440918,5.258000373840332,0.4440000355243683,1.1759999990463257,59.85000228881836,57.96400451660156,55.83000183105469,54.05000305175781,52.768001556396484,51.340003967285156,42.704002380371094,42.13800048828125,30.434001922607422,30.472002029418945,62.30800247192383,56.57200241088867,50.996002197265625,44.91600036621094,33.95000076293945,28.240001678466797,18.220001220703125,14.542000770568848,11.538000106811523,9.178000450134277,44.038002014160156,56.56800079345703,43.7400016784668,52.98800277709961,25.25200080871582,37.58000183105469,14.894001007080078,21.738000869750977,8.17400074005127,15.790000915527344,64.50800323486328,58.38600158691406,60.302001953125,54.138004302978516,68.54800415039062,63.44200134277344,55.96000289916992,51.048004150390625,42.64800262451172,39.28600311279297,46.81800079345703,50.32200241088867,30.72800064086914,32.68000030517578,15.336000442504883,16.674001693725586,2.8480000495910645,4.866000175476074,0.7880000472068787,1.880000114440918,43.49800109863281,45.18400192260742,27.702001571655273,22.084001541137695,30.590002059936523,25.270000457763672,19.400001525878906,15.804000854492188,11.980000495910645,9.962000846862793,68.49000549316406,65.07200622558594,58.61600112915039,53.62400436401367,52.52000427246094,43.05800247192383,32.64200210571289,34.00800323486328,22.498001098632812,21.48400115966797,50.30800247192383,53.0160026550293,41.74800109863281,44.944000244140625,22.1460018157959,23.674001693725586,13.722001075744629,15.084000587463379,7.11400032043457,8.574000358581543,72.62200164794922,44.87800216674805,35.93600082397461,35.052001953125,29.722002029418945,27.828001022338867,23.30000114440918,22.68600082397461,19.904001235961914,17.582000732421875,31.926668167114258,19.8962459564209,61.947700631199275,43.37240757439134,59.72999954223633,59.41999816894531,80.0,68.30999755859375,69.04000091552734,74.15999603271484,74.79000091552734,30.765906881279033,46.118003845214844,7.994000434875488,8.199999809265137,7.5460004806518555,16.926000595092773,72.62200164794922,89.15999603271484,89.45999908447266,74.19200134277344,97.79861111111111,98.09523809523809,88.99200439453125,52.906403940886705,38.669950738916256
resnet18_ssl,60.67400360107422,3.746666669845581,72.16600036621094,68.66400146484375,70.89000701904297,67.32600402832031,68.74800109863281,64.87200164794922,65.18600463867188,60.756004333496094,59.98600387573242,54.92400360107422,70.59200286865234,64.0979995727539,68.54199981689453,60.230003356933594,64.06999969482422,51.638004302978516,47.28000259399414,26.536001205444336,19.920000076293945,6.482000350952148,59.83200454711914,54.202003479003906,52.2920036315918,46.124000549316406,35.73400115966797,28.468000411987305,21.09200096130371,15.592000961303711,12.110000610351562,9.032000541687012,64.9260025024414,63.21200180053711,42.868003845214844,40.724002838134766,49.3280029296875,48.02800369262695,33.05400085449219,34.314002990722656,11.184000968933105,12.670001029968262,66.13400268554688,59.7760009765625,62.12000274658203,54.2660026550293,55.69600296020508,45.35400390625,49.91400146484375,38.36600112915039,35.145999908447266,22.440000534057617,58.160003662109375,55.380001068115234,40.7760009765625,39.32600021362305,29.674001693725586,28.562002182006836,28.020000457763672,26.82000160217285,22.04400062561035,21.046001434326172,69.06800079345703,63.26400375366211,58.12600326538086,50.298004150390625,44.65800094604492,35.268001556396484,31.308000564575195,20.698001861572266,10.968000411987305,6.128000259399414,57.388004302978516,55.84400177001953,45.80000305175781,42.65400314331055,27.880001068115234,25.136001586914062,10.788000106811523,10.172000885009766,1.8680000305175781,2.3580000400543213,49.624000549316406,34.836002349853516,12.618000984191895,8.432000160217285,5.544000148773193,38.4900016784668,41.12000274658203,29.976001739501953,26.84800148010254,22.216001510620117,18.720001220703125,7.908000469207764,7.2860002517700195,1.5420000553131104,2.196000099182129,61.74400329589844,59.4160041809082,56.7920036315918,54.35600280761719,53.02800369262695,50.4160041809082,41.55800247192383,39.0260009765625,28.970001220703125,26.582000732421875,63.518001556396484,59.428001403808594,51.82600402832031,48.34400177001953,33.746002197265625,31.652002334594727,18.034000396728516,17.302000045776367,11.862000465393066,11.700000762939453,64.16000366210938,62.90800476074219,65.77000427246094,61.23600387573242,55.21800231933594,53.5260009765625,45.422000885009766,44.26000213623047,40.13200378417969,38.21600341796875,69.95800018310547,64.39600372314453,63.87200164794922,57.67400360107422,70.95800018310547,67.33600616455078,63.39600372314453,58.314002990722656,52.242000579833984,46.94400405883789,55.332000732421875,53.5260009765625,41.29600143432617,38.444000244140625,25.224000930786133,22.22800064086914,7.994000434875488,7.246000289916992,2.6620001792907715,3.0500001907348633,48.052001953125,49.45000076293945,35.47800064086914,28.26000213623047,37.63600158691406,31.338001251220703,26.398000717163086,20.964000701904297,21.0260009765625,16.154001235961914,68.46000671386719,67.02799987792969,58.69200134277344,55.46600341796875,53.4640007019043,44.250003814697266,28.532001495361328,32.24800109863281,20.808000564575195,21.040000915527344,56.73400115966797,55.51400375366211,48.8640022277832,47.8380012512207,28.012001037597656,26.20400047302246,18.22800064086914,16.726001739501953,9.676000595092773,9.062000274658203,46.172000885009766,46.89200210571289,37.20000076293945,37.15400314331055,32.1879997253418,30.536001205444336,25.834001541137695,24.606000900268555,23.18600082397461,19.678001403808594,35.62666702270508,21.27768325805664,68.53020739404869,48.963029756537416,61.48999786376953,61.189998626708984,83.5199966430664,70.20999908447266,70.54000091552734,75.72999572753906,76.13999938964844,30.603867343631848,48.73999786376953,9.399999618530273,10.15999984741211,8.460000038146973,17.884000778198242,72.60000610351562,90.20999908447266,90.70999908447266,75.5040054321289,98.25694444444444,98.47619047619047,88.81600189208984,56.30541871921182,41.37931034482759
mobilenet_v2_lpf3,59.980003356933594,2.4133334159851074,71.61200714111328,66.54199981689453,69.49800109863281,64.37000274658203,65.86199951171875,60.566001892089844,60.768001556396484,54.67400360107422,53.80400085449219,47.204002380371094,63.96400451660156,54.94600296020508,57.458003997802734,46.552001953125,45.21600341796875,30.798002243041992,18.25,8.696000099182129,3.260000228881836,1.7920000553131104,52.172000885009766,48.480003356933594,40.68800354003906,40.104000091552734,25.032001495361328,25.652000427246094,15.504000663757324,16.924001693725586,9.748000144958496,10.950000762939453,64.40399932861328,60.022003173828125,42.66400146484375,38.39800262451172,48.996002197265625,48.0160026550293,31.124000549316406,34.20000076293945,10.038000106811523,13.028000831604004,60.54000473022461,51.342002868652344,54.656002044677734,43.612003326416016,46.268001556396484,33.87000274658203,42.08400344848633,27.720001220703125,27.61600112915039,14.146000862121582,53.332000732421875,50.05800247192383,33.22800064086914,31.270002365112305,21.812000274658203,20.240001678466797,19.61400032043457,18.513999938964844,14.344000816345215,13.294000625610352,64.6520004272461,58.84400177001953,45.61000061035156,43.5880012512207,30.59200096130371,29.32200050354004,19.738000869750977,19.078001022338867,8.596000671386719,8.086000442504883,50.91200256347656,52.0880012512207,35.263999938964844,37.23400115966797,16.422000885009766,18.494001388549805,4.918000221252441,6.504000186920166,0.7380000352859497,1.5320000648498535,46.43800354003906,32.00600051879883,11.464000701904297,7.872000217437744,5.684000492095947,41.91400146484375,44.470001220703125,28.39200210571289,29.080001831054688,18.310001373291016,19.176000595092773,4.360000133514404,5.982000350952148,0.7260000109672546,1.496000051498413,59.5680046081543,57.512001037597656,55.5780029296875,53.44000244140625,52.314002990722656,50.45600128173828,42.10200119018555,40.85000228881836,29.080001831054688,29.1460018157959,62.31200408935547,55.50800323486328,51.07600402832031,43.30400085449219,34.69000244140625,27.312002182006836,20.058000564575195,15.11600112915039,13.380001068115234,10.056000709533691,46.78000259399414,57.478004455566406,41.20800018310547,53.93800354003906,32.89400100708008,41.53200149536133,22.770000457763672,28.408000946044922,15.476000785827637,22.670001983642578,64.63999938964844,57.82600402832031,60.21400451660156,53.98200225830078,68.95600128173828,63.846004486083984,56.814002990722656,51.996002197265625,44.496002197265625,40.8280029296875,48.83000183105469,49.68000411987305,32.28600311279297,33.332000732421875,15.858000755310059,17.06599998474121,3.7160000801086426,5.110000133514404,1.1920000314712524,2.2060000896453857,43.65400314331055,44.9900016784668,27.828001022338867,21.920001983642578,30.220001220703125,24.222002029418945,18.6460018157959,15.068000793457031,11.700000762939453,9.54800033569336,68.76800537109375,65.08200073242188,58.93800354003906,54.03400421142578,53.64600372314453,44.21200180053711,32.5780029296875,34.198001861572266,21.696001052856445,22.31800079345703,51.884002685546875,52.928001403808594,43.83400344848633,45.23200225830078,24.378000259399414,24.498001098632812,15.562000274658203,15.808000564575195,8.248000144958496,8.766000747680664,72.57200622558594,43.38600158691406,34.00800323486328,33.33400344848633,27.928001403808594,26.262001037597656,21.738000869750977,21.11600112915039,18.648000717163086,16.446001052856445,31.506668090820312,19.14166259765625,63.21009918845807,43.91343552750225,60.099998474121094,59.689998626708984,81.68000030517578,68.29000091552734,68.47999572753906,74.47000122070312,74.75,30.32840012963163,46.25400161743164,7.952000141143799,8.619999885559082,7.562000274658203,16.79400062561035,72.57200622558594,89.30999755859375,89.65999603271484,74.51200103759766,97.97222222222223,98.20779220779221,88.49600219726562,53.004926108374384,38.32512315270936
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vgg16_lpf5,57.95000457763672,2.493333339691162,71.41200256347656,66.69200134277344,69.16400146484375,64.18000030517578,65.85600280761719,60.21400451660156,60.590003967285156,53.90400314331055,52.518001556396484,45.25800323486328,65.29600524902344,54.75400161743164,58.92400360107422,45.384002685546875,45.71000289916992,28.722002029418945,17.84200096130371,8.672000885009766,4.080000400543213,2.1700000762939453,51.59600067138672,45.38600158691406,39.38199996948242,35.46800231933594,22.304000854492188,19.606000900268555,12.482000350952148,10.594000816345215,7.112000465393066,5.908000469207764,65.50800323486328,60.316001892089844,44.28200149536133,39.284000396728516,40.8280029296875,40.302001953125,23.082000732421875,26.060001373291016,6.36400032043457,7.528000354766846,62.93000411987305,51.9900016784668,57.730003356933594,44.612003326416016,50.76000213623047,35.224002838134766,47.1140022277832,30.7760009765625,32.5160026550293,17.248001098632812,53.82600402832031,51.17000198364258,33.39400100708008,32.36600112915039,21.674001693725586,20.84800148010254,19.674001693725586,18.947999954223633,14.164000511169434,13.420001029968262,67.35800170898438,57.96400451660156,47.30800247192383,39.55400085449219,28.580001831054688,23.530000686645508,16.75200080871582,13.292000770568848,6.194000244140625,4.564000129699707,50.80800247192383,49.59600067138672,35.41800308227539,33.810001373291016,16.296001434326172,15.356000900268555,5.230000019073486,4.944000244140625,1.1540000438690186,1.1460000276565552,43.23800277709961,27.694002151489258,8.197999954223633,5.444000244140625,3.8440001010894775,16.46000099182129,33.22200012207031,11.726000785827637,22.240001678466797,8.914000511169434,14.892001152038574,3.374000072479248,4.5980000495910645,0.9860000610351562,1.1200000047683716,57.0780029296875,54.89400100708008,51.10600280761719,49.68000411987305,46.78600311279297,45.86000061035156,33.314002990722656,34.064002990722656,18.27800178527832,20.582000732421875,60.55800247192383,53.290000915527344,46.230003356933594,38.83000183105469,27.37200164794922,22.190000534057617,13.78600025177002,11.556000709533691,8.588000297546387,7.598000526428223,33.45800018310547,54.10600280761719,27.00400161743164,46.63600158691406,13.906001091003418,27.722002029418945,7.118000507354736,12.396000862121582,4.430000305175781,5.478000164031982,64.71800231933594,59.04600143432617,58.36000442504883,52.34800338745117,68.81200408935547,63.47600173950195,55.28000259399414,49.13200378417969,41.422000885009766,36.42400360107422,46.2660026550293,46.368003845214844,28.1820011138916,28.73400115966797,13.256000518798828,13.318000793457031,3.562000274658203,3.494000196456909,1.5740001201629639,1.3660000562667847,43.24800109863281,44.27000045776367,27.918001174926758,21.306001663208008,29.62200164794922,23.408000946044922,18.618000030517578,14.372000694274902,10.628000259399414,8.628000259399414,67.74200439453125,65.052001953125,55.11600112915039,51.50800323486328,49.51000213623047,40.14400100708008,21.20400047302246,27.45400047302246,12.652000427246094,15.718000411987305,49.56200408935547,50.458003997802734,39.7920036315918,41.66600036621094,17.428001403808594,19.740001678466797,10.110000610351562,11.452000617980957,5.154000282287598,5.804000377655029,72.33000183105469,43.53200149536133,36.11600112915039,33.772003173828125,29.246002197265625,26.858001708984375,22.756000518798828,21.408000946044922,19.16400146484375,16.588001251220703,29.470001220703125,18.086423873901367,64.02164111812444,44.72497745716862,59.7599983215332,59.79999923706055,81.83999633789062,68.6199951171875,68.80999755859375,74.04000091552734,74.41999816894531,28.135465053473048,50.262001037597656,9.806000709533691,12.09999942779541,7.26800012588501,11.808000564575195,72.33000183105469,89.3699951171875,89.58999633789062,74.52799987792969,98.02777777777779,98.28571428571429,88.73600769042969,58.27586206896552,40.54187192118226
vgg16_lpf3,58.858001708984375,2.4800000190734863,71.19800567626953,66.5060043334961,69.1300048828125,64.1500015258789,65.8280029296875,60.30800247192383,60.89800262451172,54.332000732421875,53.10000228881836,45.832000732421875,64.6259994506836,54.60200119018555,58.5780029296875,45.332000732421875,45.23400115966797,28.530000686645508,17.32400131225586,8.086000442504883,3.8340001106262207,2.0500001907348633,51.138004302978516,45.3380012512207,39.36600112915039,35.73400115966797,23.030000686645508,20.586000442504883,13.12600040435791,11.106000900268555,7.3560004234313965,6.204000473022461,65.26800537109375,60.1660041809082,44.20600128173828,39.134002685546875,41.21000289916992,40.7140007019043,23.608001708984375,26.424001693725586,6.252000331878662,7.684000492095947,62.73400115966797,51.81200408935547,57.954002380371094,44.52000045776367,50.590003967285156,35.29800033569336,45.72800064086914,30.338001251220703,30.57600212097168,16.296001434326172,53.93000411987305,51.060001373291016,34.41800308227539,32.23200225830078,22.70400047302246,20.96200180053711,20.604000091552734,19.014001846313477,15.340001106262207,13.592000961303711,67.4000015258789,58.018001556396484,47.66600036621094,39.63600158691406,28.64200210571289,24.1820011138916,17.060001373291016,14.2160005569458,6.504000186920166,4.892000198364258,48.9900016784668,48.678001403808594,32.79800033569336,33.83400344848633,14.690000534057617,15.802000999450684,4.142000198364258,5.202000141143799,0.718000054359436,1.1360000371932983,42.618003845214844,27.268001556396484,9.164000511169434,6.2960004806518555,4.386000156402588,18.602001190185547,35.052001953125,11.708000183105469,23.292001724243164,7.954000473022461,15.482000350952148,2.5180001258850098,5.0320000648498535,0.656000018119812,1.246000051498413,56.802001953125,54.96400451660156,51.204002380371094,49.94200134277344,47.33000183105469,46.07200241088867,34.63600158691406,34.895999908447266,21.404001235961914,22.016000747680664,60.2920036315918,53.3900032043457,45.698001861572266,38.784000396728516,27.0260009765625,22.12200164794922,13.766000747680664,11.618000984191895,8.860000610351562,7.684000492095947,39.8120002746582,56.98600387573242,35.70600128173828,50.86000061035156,14.3100004196167,31.95600128173828,7.090000152587891,15.668001174926758,4.974000453948975,7.696000576019287,64.60600280761719,58.868003845214844,58.77800369262695,53.07600402832031,68.22200012207031,63.44000244140625,54.638004302978516,49.00400161743164,40.11000061035156,36.46800231933594,44.63200378417969,45.83400344848633,26.72800064086914,28.762001037597656,12.86400032043457,14.260000228881836,3.1440000534057617,4.208000183105469,1.0380001068115234,1.808000087738037,43.944000244140625,44.46600341796875,28.628002166748047,21.328001022338867,31.09400177001953,24.166000366210938,19.216001510620117,14.5260009765625,11.184000968933105,9.120000839233398,67.50200653076172,64.94600677490234,55.746002197265625,51.70000076293945,50.86600112915039,40.410003662109375,24.034000396728516,27.06800079345703,16.030000686645508,15.61600112915039,48.060001373291016,50.018001556396484,37.87200164794922,41.172000885009766,17.106000900268555,20.18000030517578,9.820000648498535,12.19800090789795,4.918000221252441,6.63800048828125,72.18800354003906,43.62800216674805,36.42000198364258,33.90800094604492,29.674001693725586,27.11800193786621,23.132001876831055,21.784000396728516,19.6460018157959,16.898000717163086,29.386667251586914,18.664152145385742,61.677186654643826,45.26600541027953,59.369998931884766,59.29999923706055,80.55999755859375,67.83999633789062,68.01000213623047,73.86000061035156,74.13999938964844,28.130063735551474,49.12000274658203,9.584000587463379,11.420000076293945,7.374000549316406,12.25200080871582,72.18800354003906,88.97000122070312,89.52999877929688,73.68000030517578,98.07638888888889,98.3030303030303,88.73600769042969,56.20689655172414,38.7192118226601
vgg16_lpf2,59.40800094604492,2.2799999713897705,71.302001953125,66.49000549316406,69.10800170898438,64.0320053100586,65.66200256347656,60.01400375366211,60.27000427246094,53.922000885009766,52.69600296020508,45.68600082397461,65.12000274658203,54.846004486083984,59.12800216674805,45.630001068115234,45.39600372314453,28.684001922607422,17.110000610351562,8.034000396728516,3.81600022315979,1.9640001058578491,51.30600357055664,45.134002685546875,39.41400146484375,35.21800231933594,22.100000381469727,19.236000061035156,12.164000511169434,10.268000602722168,7.012000560760498,6.0360002517700195,65.552001953125,60.29600143432617,44.41200256347656,39.0420036315918,41.7660026550293,40.74400329589844,24.378000259399414,26.792001724243164,6.246000289916992,7.696000576019287,63.298004150390625,52.564002990722656,58.45600128173828,45.21600341796875,50.96200180053711,35.720001220703125,46.32200241088867,30.746002197265625,31.384000778198242,16.868000030517578,54.52800369262695,50.97200393676758,34.91200256347656,32.15999984741211,23.352001190185547,20.900001525878906,21.488000869750977,19.09400177001953,16.052000045776367,13.65000057220459,67.16400146484375,57.820003509521484,48.018001556396484,39.4900016784668,28.81800079345703,23.09600067138672,16.420000076293945,12.736001014709473,5.956000328063965,4.440000057220459,48.358001708984375,48.53600311279297,31.280000686645508,32.3120002746582,13.644001007080078,14.522000312805176,3.9560000896453857,4.8420000076293945,0.8060000538825989,1.1680001020431519,43.05800247192383,27.974000930786133,10.088000297546387,7.118000507354736,4.878000259399414,23.404001235961914,34.454002380371094,13.906001091003418,23.214000701904297,8.079999923706055,15.688000679016113,2.2100000381469727,5.064000129699707,0.7000000476837158,1.3160001039505005,56.28200149536133,54.57400131225586,49.794002532958984,48.8280029296875,45.022003173828125,44.358001708984375,30.382001876831055,31.716001510620117,16.1560001373291,18.263999938964844,60.310001373291016,53.224002838134766,45.62600326538086,38.47200012207031,26.468000411987305,21.802001953125,12.910000801086426,11.35200023651123,8.270000457763672,7.718000411987305,38.44200134277344,57.56200408935547,32.61600112915039,51.564002990722656,14.330000877380371,31.084001541137695,6.4860005378723145,13.47800064086914,2.9160001277923584,5.504000186920166,64.91200256347656,58.78000259399414,59.46400451660156,53.39600372314453,68.18400573730469,62.98600387573242,54.130001068115234,48.564002990722656,39.678001403808594,35.88600158691406,44.22800064086914,45.37000274658203,26.18800163269043,27.376001358032227,12.622000694274902,13.120000839233398,3.8020002841949463,3.8500001430511475,1.5800000429153442,1.8100000619888306,44.53200149536133,44.694000244140625,28.874000549316406,21.950000762939453,31.00200080871582,23.808000564575195,18.95400047302246,14.63800048828125,11.362000465393066,9.568000793457031,67.54199981689453,65.08600616455078,55.454002380371094,52.160003662109375,50.42000198364258,40.428001403808594,21.84400177001953,28.066001892089844,13.118000984191895,15.904000282287598,47.71200180053711,49.4640007019043,38.3380012512207,40.104000091552734,18.126001358032227,19.11400032043457,11.440000534057617,11.62600040435791,6.456000328063965,6.266000270843506,72.16000366210938,43.44200134277344,35.656002044677734,33.96000289916992,29.09800148010254,26.9580020904541,22.786001205444336,21.676000595092773,19.442001342773438,16.886001586914062,28.96666717529297,18.33795166015625,61.947700631199275,44.2741208295762,59.39999771118164,59.2599983215332,80.55999755859375,68.19999694824219,68.5199966430664,74.02999877929688,74.43000030517578,27.611537215080478,48.73800277709961,9.480000495910645,10.899999618530273,7.396000385284424,12.194000244140625,72.16000366210938,88.93000030517578,89.72000122070312,73.3280029296875,97.95138888888889,98.3982683982684,88.73600769042969,57.73399014778325,40.64039408866995
resnet50_with_contrast_aws,59.64600372314453,1.7200000286102295,72.00200653076172,68.74400329589844,69.74600219726562,66.91200256347656,66.6520004272461,63.45000457763672,61.63200378417969,58.0420036315918,54.22600173950195,50.246002197265625,72.00200653076172,67.38999938964844,73.24600219726562,66.0580062866211,73.22400665283203,63.426002502441406,73.11200714111328,53.592002868652344,72.74000549316406,32.7400016784668,57.61600112915039,52.62600326538086,49.98400115966797,45.03600311279297,35.98200225830078,31.496002197265625,24.386001586914062,21.170000076293945,15.980000495910645,13.726000785827637,65.04400634765625,62.21200180053711,41.98200225830078,40.05600357055664,54.202003479003906,52.7660026550293,38.910003662109375,40.27000045776367,13.904000282287598,15.946001052856445,72.00200653076172,59.130001068115234,61.5780029296875,53.21800231933594,53.31800079345703,43.150001525878906,46.27800369262695,34.952003479003906,29.1200008392334,18.858001708984375,72.00200653076172,56.388004302978516,42.3900032043457,40.80600357055664,31.464000701904297,30.27800178527832,29.584001541137695,28.644001007080078,23.266000747680664,22.652000427246094,72.00200653076172,61.76000213623047,54.900001525878906,48.44400405883789,41.0880012512207,35.00600051879883,29.11600112915039,24.360000610351562,13.782000541687012,11.062000274658203,72.00200653076172,57.27000427246094,47.426002502441406,45.37600326538086,26.838001251220703,25.57000160217285,7.604000568389893,8.596000671386719,0.9260000586509705,1.5240000486373901,50.98800277709961,38.46000289916992,17.538000106811523,12.53600025177002,8.522000312805176,72.00200653076172,40.43400192260742,33.35000228881836,28.530000686645508,22.268001556396484,19.12200164794922,4.794000148773193,5.6020002365112305,0.6680000424385071,1.1360000371932983,72.00200653076172,60.36600112915039,59.38200378417969,57.096004486083984,56.708003997802734,54.208003997802734,48.44600296020508,45.64400100708008,37.45600128173828,34.698001861572266,63.0160026550293,58.80800247192383,52.74400329589844,47.8900032043457,36.60200119018555,31.764001846313477,20.806001663208008,17.650001525878906,13.406001091003418,11.730000495910645,72.00200653076172,62.3380012512207,59.90400314331055,59.19000244140625,48.34800338745117,51.48600387573242,36.70600128173828,41.474002838134766,34.272003173828125,34.69600296020508,72.00200653076172,60.044002532958984,59.10000228881836,54.79600143432617,67.70600128173828,64.91400146484375,53.682003021240234,50.69600296020508,38.384002685546875,36.428001403808594,72.00200653076172,54.52800369262695,41.656002044677734,39.34400177001953,23.066001892089844,21.296001434326172,4.168000221252441,5.038000106811523,0.9880000352859497,1.6540000438690186,46.178001403808594,48.94200134277344,32.810001373291016,28.856000900268555,33.27000045776367,31.042001724243164,21.516000747680664,20.25800132751465,17.532001495361328,16.40999984741211,72.00200653076172,67.23400115966797,56.314002990722656,54.552001953125,51.05000305175781,42.75400161743164,26.402000427246094,30.902002334594727,19.560001373291016,20.392000198364258,72.00200653076172,56.72600173950195,50.86000061035156,49.27000045776367,26.84200096130371,25.564001083374023,15.176000595092773,14.898000717163086,6.336000442504883,7.200000286102295,72.00200653076172,47.12800216674805,36.28200149536133,38.290000915527344,32.87200164794922,32.3380012512207,26.584001541137695,26.756000518798828,23.9580020904541,21.642000198364258,33.86333465576172,21.055631637573242,66.18575293056807,45.4463480613165,58.91999816894531,58.869998931884766,81.36000061035156,67.93999481201172,68.23999786376953,73.94999694824219,74.47999572753906,30.04213027978827,42.64800262451172,9.034000396728516,9.792000770568848,7.698000431060791,20.434001922607422,72.00200653076172,88.95999908447266,89.3499984741211,73.87200164794922,97.90277777777779,98.33766233766234,88.7040023803711,57.931034482758626,39.556650246305416
mobilenet_v2,58.538002014160156,1.8000000715255737,70.85000610351562,66.3479995727539,68.8280029296875,64.01800537109375,65.19200134277344,60.2920036315918,59.8180046081543,54.176002502441406,52.60600280761719,46.10600280761719,62.87600326538086,54.208003997802734,56.58400344848633,45.09800338745117,44.41400146484375,29.090002059936523,19.178001403808594,8.136000633239746,3.5200002193450928,1.7700001001358032,53.55600357055664,48.96600341796875,42.21600341796875,39.97800064086914,25.66200065612793,25.6200008392334,15.998001098632812,16.31599998474121,9.788000106811523,9.646000862121582,64.06800079345703,60.208003997802734,41.9640007019043,38.314002990722656,51.94600296020508,50.314002990722656,35.28600311279297,36.720001220703125,12.290000915527344,14.320000648498535,59.16400146484375,49.80000305175781,53.20600128173828,42.14200210571289,44.94200134277344,31.884000778198242,39.93400192260742,26.07600212097168,24.054000854492188,12.656000137329102,51.590003967285156,49.742000579833984,31.374000549316406,30.9320011138916,20.020000457763672,19.920000076293945,18.31599998474121,18.29400062561035,13.070000648498535,12.962000846862793,65.4540023803711,59.28200149536133,47.880001068115234,44.42000198364258,31.51000213623047,29.296001434326172,19.428001403808594,19.04400062561035,8.242000579833984,7.982000350952148,49.85600280761719,51.41800308227539,34.104000091552734,37.150001525878906,14.894001007080078,17.974000930786133,3.4180002212524414,5.5420002937316895,0.47600001096725464,1.00600004196167,45.4640007019043,31.314001083374023,12.01400089263916,8.447999954223633,6.360000133514404,36.25600051879883,42.0780029296875,23.328001022338867,26.840002059936523,14.678000450134277,17.556001663208008,2.6440000534057617,4.958000183105469,0.3880000114440918,1.0360000133514404,59.91400146484375,58.19000244140625,56.506004333496094,54.62000274658203,53.95600128173828,51.96200180053711,44.634002685546875,42.66600036621094,31.630001068115234,30.406002044677734,60.80600357055664,55.44200134277344,49.13600158691406,43.30800247192383,33.0780029296875,27.444002151489258,18.82200050354004,15.046000480651855,12.628000259399414,10.074000358581543,45.44400405883789,56.16800308227539,39.84800338745117,53.50200271606445,24.7080020904541,35.65800094604492,14.018000602722168,20.66200065612793,9.86400032043457,15.760001182556152,63.704002380371094,58.01400375366211,59.06200408935547,53.730003356933594,67.91800689697266,63.17400360107422,55.040000915527344,50.44400405883789,41.63800048828125,38.070003509521484,46.428001403808594,49.21800231933594,29.6820011138916,32.2140007019043,13.666000366210938,16.642000198364258,2.490000009536743,4.568000316619873,0.7360000610351562,1.7400001287460327,42.694000244140625,44.85000228881836,26.84600067138672,21.332000732421875,28.806001663208008,23.990001678466797,17.540000915527344,14.622000694274902,10.634000778198242,8.973999977111816,67.78800201416016,64.91000366210938,57.61600112915039,53.32600402832031,52.064002990722656,42.91600036621094,32.305999755859375,33.672000885009766,21.59400177001953,20.450000762939453,48.624000549316406,51.676002502441406,39.7140007019043,43.0780029296875,19.95600128173828,22.32400131225586,12.084000587463379,14.316000938415527,5.716000080108643,7.840000152587891,71.87800598144531,44.24400329589844,33.84400177001953,34.46600341796875,28.4580020904541,27.426000595092773,22.50200080871582,22.052001953125,19.256000518798828,16.884000778198242,30.99333381652832,19.098430633544922,61.49684400360685,42.019837691614065,58.939998626708984,59.02000045776367,80.31999969482422,67.47999572753906,67.73999786376953,73.83000183105469,73.97999572753906,30.166360591984443,45.840003967285156,8.068000793457031,8.9399995803833,7.094000339508057,16.784000396728516,71.87800598144531,88.30999755859375,89.32999420166016,74.09600067138672,97.65972222222223,98.25974025974025,88.32000732421875,53.79310344827586,37.881773399014776
resnet50_with_fog_aws,57.99200439453125,2.320000171661377,71.75800323486328,66.35000610351562,68.00800323486328,63.80600357055664,64.30000305175781,59.93000411987305,58.47200393676758,53.61000442504883,50.13800048828125,45.19200134277344,71.75800323486328,64.42400360107422,70.46000671386719,61.19600296020508,66.40400695800781,53.40400314331055,53.42000198364258,31.558000564575195,33.992000579833984,9.74000072479248,56.22200393676758,49.178001403808594,48.85400390625,41.64400100708008,34.47800064086914,27.360000610351562,22.942001342773438,17.73200035095215,15.318000793457031,11.704000473022461,63.60600280761719,59.45600128173828,39.24800109863281,36.10200119018555,47.41600036621094,47.958003997802734,29.68800163269043,35.07200241088867,7.722000598907471,12.108000755310059,71.75800323486328,67.78600311279297,74.7300033569336,66.79199981689453,74.69200134277344,65.24800109863281,74.3280029296875,62.13200378417969,73.22000122070312,52.156002044677734,71.75800323486328,56.01000213623047,42.58400344848633,42.474002838134766,31.18600082397461,32.27000045776367,29.578001022338867,30.420001983642578,23.57000160217285,24.66200065612793,71.75800323486328,59.202003479003906,53.77400207519531,45.5160026550293,40.46000289916992,31.468002319335938,27.224000930786133,20.944000244140625,11.734000205993652,9.268000602722168,71.75800323486328,52.00400161743164,36.426002502441406,36.50400161743164,12.470000267028809,16.30000114440918,1.5260000228881836,4.6020002365112305,0.1680000126361847,0.8300000429153442,47.496002197265625,34.34600067138672,14.430000305175781,10.258000373840332,7.520000457763672,71.75800323486328,36.22800064086914,19.428001403808594,22.59000015258789,7.478000164031982,13.046000480651855,0.46400001645088196,2.6000001430511475,0.1680000126361847,0.5139999985694885,71.75800323486328,56.7760009765625,53.00400161743164,52.17000198364258,48.932003021240234,48.25400161743164,37.12000274658203,37.38800048828125,24.46200180053711,25.578001022338867,61.3380012512207,55.71400451660156,50.802001953125,44.814002990722656,34.36600112915039,29.450000762939453,18.9060001373291,15.768000602722168,11.980000495910645,10.136000633239746,71.75800323486328,56.172000885009766,51.742000579833984,52.428001403808594,28.700000762939453,40.70600128173828,17.378000259399414,26.304000854492188,13.168000221252441,18.772001266479492,71.75800323486328,62.342002868652344,60.272003173828125,54.82400131225586,64.16799926757812,59.62200164794922,44.03000259399414,39.926002502441406,26.6200008392334,23.806001663208008,71.75800323486328,49.362003326416016,31.042001724243164,31.1460018157959,10.256000518798828,13.72800064086914,1.0200001001358032,3.000000238418579,0.2900000214576721,1.1460000276565552,45.42000198364258,47.76400375366211,34.71600341796875,31.2760009765625,34.90400314331055,31.636001586914062,24.306001663208008,22.086000442504883,19.860000610351562,19.698001861572266,71.75800323486328,65.4320068359375,55.09800338745117,52.16200256347656,48.88800048828125,39.77000045776367,26.018001556396484,30.042001724243164,20.564001083374023,20.618000030517578,71.75800323486328,52.7920036315918,45.204002380371094,44.038002014160156,15.734001159667969,18.916000366210938,6.592000484466553,9.968000411987305,2.184000015258789,4.622000217437744,71.75800323486328,43.13600158691406,34.09600067138672,34.454002380371094,29.830001831054688,28.82400131225586,23.354001998901367,23.084001541137695,20.36600112915039,18.532001495361328,33.55666732788086,20.39340591430664,64.92335437330928,45.98737601442741,58.54999923706055,58.189998626708984,81.68000030517578,67.31999969482422,67.58000183105469,73.72000122070312,73.95999908447266,29.863886788376366,41.064002990722656,9.402000427246094,10.128000259399414,8.164000511169434,18.564001083374023,71.75800323486328,88.83999633789062,89.61000061035156,73.88800048828125,97.84722222222221,98.2943722943723,88.78400421142578,56.945812807881765,39.90147783251231
resnet18_lpf3,59.246002197265625,1.8933334350585938,70.9520034790039,66.81800079345703,69.02400207519531,64.94600677490234,66.04400634765625,61.884002685546875,61.66200256347656,56.90200424194336,55.082000732421875,49.63800048828125,64.64600372314453,57.52400207519531,59.638004302978516,50.48600387573242,49.704002380371094,36.93800354003906,26.75200080871582,13.664000511169434,8.60200023651123,3.4720001220703125,55.458003997802734,50.37000274658203,45.858001708984375,42.3280029296875,29.950000762939453,27.238000869750977,18.588001251220703,17.042001724243164,11.278000831604004,10.52400016784668,64.60200500488281,60.910003662109375,43.95600128173828,40.72200012207031,49.66200256347656,47.14400100708008,33.862003326416016,33.48400115966797,11.878000259399414,12.930000305175781,60.55000305175781,53.21200180053711,55.336002349853516,46.41400146484375,47.204002380371094,36.7400016784668,41.30800247192383,30.57200050354004,26.468000411987305,16.716001510620117,55.36000442504883,51.99800109863281,36.8380012512207,34.75800323486328,25.1820011138916,23.98600196838379,23.500001907348633,22.34400177001953,17.532001495361328,16.788000106811523,67.71600341796875,59.94600296020508,53.73800277709961,46.24400329589844,36.428001403808594,31.250001907348633,21.928001403808594,20.216001510620117,8.878000259399414,8.57800006866455,55.81200408935547,53.43800354003906,43.320003509521484,40.290000915527344,25.73200035095215,22.556001663208008,10.398000717163086,8.958000183105469,2.388000011444092,2.376000165939331,47.86600112915039,33.72600173950195,13.19800090789795,9.326000213623047,6.366000175476074,41.19200134277344,41.952003479003906,31.532001495361328,29.014001846313477,23.39000129699707,20.34400177001953,9.124000549316406,7.598000526428223,2.56600022315979,2.4040000438690186,60.070003509521484,57.970001220703125,55.91800308227539,53.65800094604492,52.592002868652344,50.342002868652344,42.428001403808594,40.12000274658203,30.02800178527832,28.090002059936523,61.77800369262695,56.018001556396484,49.380001068115234,43.406002044677734,32.6879997253418,28.040000915527344,19.144001007080078,16.238000869750977,13.02400016784668,11.130000114440918,62.406002044677734,60.19200134277344,62.03400421142578,56.70000457763672,43.426002502441406,45.04800033569336,28.07200050354004,30.62200164794922,23.474000930786133,23.394001007080078,63.84400177001953,58.62600326538086,59.23200225830078,53.94400405883789,68.04000091552734,64.19200134277344,56.25800323486328,51.932003021240234,43.96600341796875,40.236000061035156,53.60600280761719,51.12800216674805,39.608001708984375,36.60200119018555,24.88800048828125,21.612001419067383,8.562000274658203,7.822000503540039,3.3340001106262207,3.4900002479553223,45.68600082397461,46.33400344848633,29.75400161743164,23.498001098632812,31.444002151489258,26.356000900268555,19.470001220703125,15.886000633239746,13.146000862121582,10.802000045776367,67.90800476074219,65.33600616455078,58.05800247192383,53.224002838134766,53.724002838134766,42.46800231933594,30.940000534057617,32.64800262451172,23.926000595092773,21.606000900268555,56.32400131225586,54.26400375366211,49.150001525878906,46.98600387573242,30.00400161743164,27.50800132751465,20.886001586914062,18.70800018310547,12.476000785827637,11.066000938415527,71.6820068359375,45.79600143432617,38.63800048828125,36.486000061035156,33.19200134277344,30.214000701904297,27.020000457763672,24.86600112915039,23.696001052856445,20.034000396728516,33.86000061035156,21.60781478881836,63.93146979260595,43.82326420198377,58.529998779296875,58.5099983215332,80.95999908447266,67.56999969482422,67.62999725341797,73.41999816894531,73.43999481201172,28.34611645241439,54.46800231933594,9.022000312805176,10.219999313354492,6.958000183105469,16.780000686645508,71.6820068359375,88.15999603271484,88.87999725341797,73.12000274658203,97.76388888888889,98.21645021645021,88.2560043334961,55.36945812807882,38.42364532019704
vgg16,58.10400390625,2.626666784286499,70.81800079345703,65.99000549316406,68.71200561523438,63.506004333496094,65.06999969482422,59.71200180053711,59.70000457763672,53.64600372314453,51.71200180053711,45.34800338745117,63.814002990722656,53.96600341796875,57.33200454711914,44.47200393676758,43.78000259399414,28.310001373291016,17.522001266479492,8.350000381469727,4.076000213623047,2.064000129699707,49.544002532958984,44.092002868652344,37.986000061035156,34.814002990722656,21.562000274658203,19.472000122070312,11.928000450134277,10.354000091552734,6.77400016784668,5.758000373840332,64.86600494384766,59.28000259399414,43.82400131225586,38.58400344848633,41.61600112915039,40.810001373291016,23.784000396728516,26.600000381469727,6.234000205993652,7.956000328063965,61.108001708984375,50.78200149536133,55.12600326538086,43.32600021362305,47.630001068115234,33.84800338745117,43.44200134277344,28.942001342773438,28.790000915527344,15.394001007080078,52.21600341796875,49.59400177001953,31.882001876831055,30.336002349853516,20.288000106811523,19.374000549316406,18.696001052856445,17.610000610351562,13.456000328063965,12.44800090789795,66.50800323486328,56.564002990722656,45.7140007019043,38.54600143432617,27.226001739501953,23.158000946044922,15.67400074005127,12.86400032043457,5.748000144958496,4.085999965667725,49.928001403808594,47.87600326538086,33.65800094604492,32.56800079345703,13.872000694274902,14.180000305175781,3.264000177383423,3.9580001831054688,0.5879999995231628,0.7780000567436218,42.07600021362305,27.45600128173828,9.766000747680664,6.748000144958496,4.738000392913818,24.86600112915039,33.902000427246094,15.112000465393066,22.04800033569336,8.780000686645508,13.242000579833984,2.0960001945495605,3.1660001277923584,0.48600003123283386,0.7520000338554382,56.0260009765625,54.35600280761719,50.22600173950195,49.06800079345703,45.69000244140625,45.03200149536133,32.676002502441406,32.805999755859375,19.488000869750977,20.174001693725586,59.112003326416016,52.07600402832031,44.38600158691406,37.7760009765625,26.202001571655273,21.89000129699707,13.200000762939453,11.284000396728516,8.242000579833984,7.52400016784668,33.18400192260742,54.43600082397461,33.34000015258789,47.43800354003906,15.13800048828125,29.80000114440918,7.924000263214111,14.018000602722168,5.008000373840332,7.434000492095947,63.72200393676758,57.814002990722656,58.220001220703125,51.89200210571289,67.7540054321289,62.41400146484375,53.09800338745117,47.534000396728516,39.082000732421875,34.79800033569336,45.27800369262695,45.25600051879883,26.448001861572266,27.336000442504883,11.446000099182129,12.416000366210938,2.448000192642212,2.748000144958496,0.8980000615119934,1.0,42.16200256347656,43.95600128173828,26.198001861572266,20.6820011138916,29.804000854492188,24.032001495361328,18.418001174926758,15.254000663757324,10.28600025177002,8.794000625610352,67.0300064086914,64.51600646972656,54.91800308227539,51.22600173950195,48.62800216674805,39.922000885009766,21.018001556396484,27.216001510620117,11.842000961303711,15.790000915527344,48.470001220703125,48.68000411987305,38.14800262451172,39.676002502441406,15.702000617980957,17.770000457763672,8.72800064086914,10.184000015258789,4.242000102996826,5.02400016784668,71.59200286865234,42.560001373291016,35.678001403808594,33.48800277709961,29.12200164794922,26.68800163269043,22.84200096130371,21.552001953125,19.22800064086914,17.036001205444336,27.873334884643555,17.532276153564453,61.40667267808837,43.10189359783589,58.84000015258789,58.5099983215332,79.91999816894531,67.83999633789062,67.94999694824219,73.37999725341797,73.87999725341797,27.816787296100248,51.779998779296875,9.579999923706055,12.079999923706055,7.112000465393066,11.508000373840332,71.59200286865234,88.55999755859375,89.3699951171875,73.37600708007812,97.72916666666667,98.1038961038961,88.01600646972656,55.41871921182266,40.14778325123153
vgg13_bn,60.0780029296875,2.0933334827423096,70.77000427246094,65.29600524902344,68.64200592041016,63.2400016784668,65.72400665283203,59.50800323486328,60.86000442504883,54.01000213623047,54.052001953125,46.7400016784668,64.38200378417969,54.3380012512207,58.52400207519531,45.566001892089844,46.68800354003906,29.51000213623047,21.580001831054688,9.10200023651123,5.650000095367432,2.1500000953674316,52.06200408935547,46.118003845214844,41.044002532958984,36.612003326416016,24.274002075195312,20.760000228881836,13.7760009765625,11.016000747680664,7.9120001792907715,6.288000106811523,64.4020004272461,59.548004150390625,43.71000289916992,39.592002868652344,40.73800277709961,40.8640022277832,23.16200065612793,26.21200180053711,5.594000339508057,7.648000240325928,61.21000289916992,50.906002044677734,55.840003967285156,43.56800079345703,47.586002349853516,33.71200180053711,43.242000579833984,28.448001861572266,29.3960018157959,15.158000946044922,54.21200180053711,50.08400344848633,35.342002868652344,32.64800262451172,23.84600067138672,22.224000930786133,22.078001022338867,20.54800033569336,16.75200080871582,15.086000442504883,66.0,57.496002197265625,47.56800079345703,40.452003479003906,29.288002014160156,24.304000854492188,17.558000564575195,13.28600025177002,6.590000152587891,4.312000274658203,46.5780029296875,48.310001373291016,28.60000228881836,32.02400207519531,9.418000221252441,13.214000701904297,1.8040001392364502,3.3360002040863037,0.3100000023841858,0.6540000438690186,41.92400360107422,28.168001174926758,10.720000267028809,7.87000036239624,5.764000415802002,10.780000686645508,33.70800018310547,5.820000171661377,19.924001693725586,3.7340002059936523,12.03600025177002,1.0520000457763672,2.8940000534057617,0.35200002789497375,0.7360000610351562,55.560001373291016,54.4640007019043,49.454002380371094,49.21200180053711,44.900001525878906,45.2400016784668,31.770002365112305,33.67399978637695,18.196001052856445,20.694000244140625,60.28400421142578,53.19000244140625,47.05800247192383,39.80400085449219,28.854001998901367,23.830001831054688,15.90000057220459,12.994000434875488,10.63800048828125,8.904000282287598,42.012001037597656,53.08400344848633,40.880001068115234,46.814002990722656,18.196001052856445,29.644001007080078,7.3520002365112305,12.968000411987305,2.6080000400543213,5.700000286102295,64.69000244140625,57.720001220703125,59.618003845214844,52.87600326538086,67.7800064086914,62.342002868652344,54.0260009765625,48.50800323486328,39.374000549316406,35.53600311279297,43.922000885009766,45.320003509521484,24.768001556396484,27.73400115966797,9.034000396728516,12.53600025177002,1.5320000648498535,2.874000072479248,0.4300000071525574,1.218000054359436,44.25800323486328,43.41400146484375,28.60000228881836,19.86400032043457,31.454002380371094,23.240001678466797,18.96000099182129,13.964000701904297,11.334000587463379,8.47800064086914,67.06600189208984,63.84400177001953,56.448001861572266,51.15400314331055,52.07400131225586,40.5260009765625,22.500001907348633,28.588001251220703,14.212000846862793,17.282001495361328,47.44400405883789,48.868003845214844,37.62800216674805,40.09000015258789,15.498001098632812,19.330001831054688,8.148000717163086,11.434000968933105,3.4680001735687256,5.826000213623047,71.58600616455078,43.384002685546875,36.07400131225586,34.40800094604492,30.134000778198242,27.806001663208008,24.080001831054688,22.64000129699707,20.57400131225586,17.990001678466797,28.873334884643555,17.80738639831543,61.947700631199275,43.282236248872856,58.96999740600586,58.84000015258789,79.5999984741211,67.19999694824219,67.31999969482422,73.22000122070312,73.52999877929688,28.238090093982933,39.81999969482422,6.920000076293945,7.679999828338623,6.2220001220703125,11.370000839233398,71.58600616455078,88.73999786376953,89.19999694824219,72.72000122070312,97.85416666666666,98.05194805194806,87.96800231933594,54.778325123152705,38.62068965517241
resnet18_lpf2,58.85200119018555,1.6133333444595337,70.4780044555664,66.57600402832031,68.66600036621094,64.7280044555664,65.58000183105469,61.410003662109375,61.24400329589844,56.512001037597656,54.798004150390625,49.48200225830078,64.52200317382812,57.37600326538086,59.93400192260742,50.768001556396484,50.92000198364258,38.47800064086914,29.43800163269043,15.870000839233398,10.064000129699707,3.9640002250671387,56.1660041809082,51.250003814697266,47.48600387573242,43.25600051879883,32.00200271606445,28.566001892089844,20.07200050354004,17.2760009765625,11.562000274658203,10.38800048828125,64.74200439453125,60.9160041809082,43.73400115966797,40.5780029296875,48.40400314331055,46.77400207519531,32.01000213623047,33.145999908447266,10.210000038146973,11.450000762939453,60.69000244140625,53.28600311279297,55.630001068115234,47.14400100708008,48.17400360107422,37.842002868652344,42.62000274658203,31.358001708984375,27.052001953125,17.25,55.560001373291016,52.064002990722656,37.55000305175781,35.18800354003906,25.750001907348633,24.37200164794922,23.834001541137695,22.59400177001953,17.940000534057617,16.947999954223633,67.43000030517578,60.380001068115234,54.62200164794922,47.208003997802734,38.952003479003906,33.16800308227539,25.374000549316406,21.518001556396484,10.15000057220459,8.34000015258789,55.97200393676758,54.0260009765625,44.28600311279297,41.678001403808594,25.43000030517578,23.746000289916992,7.768000602722168,8.594000816345215,1.0320000648498535,1.5160000324249268,48.362003326416016,34.84400177001953,13.442000389099121,9.508000373840332,6.026000499725342,43.470001220703125,43.72800064086914,33.332000732421875,30.98200225830078,24.244001388549805,22.064001083374023,6.748000144958496,7.7920002937316895,1.0540000200271606,1.5260000228881836,60.204002380371094,57.83000183105469,55.70600128173828,53.90400314331055,52.256004333496094,50.454002380371094,41.26400375366211,39.802001953125,26.448001861572266,26.060001373291016,62.44000244140625,56.708003997802734,50.7920036315918,44.69200134277344,34.68600082397461,29.060001373291016,19.7760009765625,16.362001419067383,13.088000297546387,10.854000091552734,62.090003967285156,60.22200393676758,60.16800308227539,57.224002838134766,41.98400115966797,46.43000030517578,25.416000366210938,31.322002410888672,17.838001251220703,22.73000144958496,64.13800048828125,59.39200210571289,59.33200454711914,55.134002685546875,67.58399963378906,63.9900016784668,55.48400115966797,51.73200225830078,42.69200134277344,39.284000396728516,53.798004150390625,51.76400375366211,39.64800262451172,37.61600112915039,23.32000160217285,21.95600128173828,6.214000225067139,6.578000545501709,2.134000062942505,2.4760000705718994,46.05000305175781,46.50400161743164,30.680002212524414,24.226001739501953,33.172000885009766,27.934001922607422,21.64000129699707,17.91400146484375,13.646000862121582,11.246000289916992,67.62200164794922,65.11199951171875,57.56200408935547,53.30600357055664,52.612003326416016,41.518001556396484,28.82600212097168,30.264001846313477,21.446001052856445,19.368000030517578,56.33200454711914,54.60400390625,49.14800262451172,47.560001373291016,28.942001342773438,27.84200096130371,19.110000610351562,18.2760009765625,10.668000221252441,10.038000106811523,71.39000701904297,45.83000183105469,38.02400207519531,36.39400100708008,32.380001068115234,29.566001892089844,25.7760009765625,23.98000144958496,22.742000579833984,19.11400032043457,32.99333572387695,20.605632781982422,62.93958521190262,43.733092876465285,58.77000045776367,58.529998779296875,80.47999572753906,67.86000061035156,68.4000015258789,73.58000183105469,74.0999984741211,29.323754996219076,53.12800216674805,9.116000175476074,9.739999771118164,7.210000514984131,16.974000930786133,71.39000701904297,88.3699951171875,89.29999542236328,73.10400390625,97.8125,98.23376623376623,88.44800567626953,54.8768472906404,39.01477832512315
resnet18_lpf5,57.7660026550293,1.746666669845581,70.41200256347656,66.83800506591797,68.45600128173828,64.58800506591797,65.00800323486328,61.13600158691406,60.28000259399414,55.730003356933594,53.310001373291016,48.22200393676758,64.60600280761719,56.93600082397461,59.34800338745117,49.52400207519531,48.76000213623047,34.93400192260742,23.946001052856445,11.600000381469727,6.748000144958496,2.6760001182556152,55.22200393676758,50.022003173828125,46.27000045776367,41.95800018310547,30.924001693725586,27.332000732421875,19.198001861572266,16.362001419067383,11.17400074005127,9.244000434875488,64.82200622558594,61.176002502441406,43.77000045776367,40.92000198364258,48.624000549316406,47.37000274658203,31.422000885009766,33.040000915527344,8.42199993133545,11.108000755310059,60.3900032043457,52.31800079345703,54.87000274658203,45.5160026550293,47.570003509521484,36.124000549316406,42.48200225830078,30.678001403808594,28.020000457763672,17.404001235961914,55.108001708984375,52.55800247192383,37.12200164794922,35.512001037597656,25.98000144958496,24.700000762939453,23.700000762939453,23.082000732421875,17.878000259399414,17.486000061035156,67.45600128173828,60.27000427246094,53.49400329589844,45.630001068115234,37.07200241088867,31.672000885009766,23.9320011138916,20.748001098632812,9.88800048828125,7.4120001792907715,56.022003173828125,53.970001220703125,43.80800247192383,41.77800369262695,25.418001174926758,24.59800148010254,8.194000244140625,9.954000473022461,1.100000023841858,2.2080001831054688,48.2140007019043,34.47800064086914,12.694000244140625,8.815999984741211,6.182000160217285,44.66600036621094,43.5160026550293,33.7660026550293,31.928001403808594,23.832000732421875,23.536001205444336,6.678000450134277,9.058000564575195,1.0080000162124634,2.244000196456909,60.25200271606445,58.012001037597656,56.400001525878906,54.02400207519531,53.65800094604492,50.7400016784668,44.310001373291016,40.91400146484375,31.430002212524414,28.34200096130371,62.37400436401367,57.09800338745117,51.590003967285156,45.762001037597656,35.68800354003906,29.902002334594727,20.700000762939453,16.786001205444336,13.86400032043457,11.184000968933105,61.840003967285156,60.23600387573242,62.30400466918945,57.176002502441406,40.74400329589844,44.93600082397461,25.194000244140625,29.788002014160156,21.39000129699707,22.238000869750977,63.99200439453125,59.88600158691406,58.43400192260742,54.42000198364258,67.36199951171875,63.910003662109375,55.76400375366211,51.512001037597656,43.220001220703125,39.1400032043457,53.67000198364258,52.01400375366211,39.832000732421875,37.99400329589844,24.00400161743164,22.950000762939453,6.658000469207764,8.188000679016113,1.970000147819519,3.302000045776367,45.99800109863281,47.18400192260742,30.988000869750977,25.554000854492188,33.176002502441406,28.272001266479492,21.57000160217285,18.334001541137695,14.712000846862793,12.544000625610352,67.22200012207031,65.35400390625,57.85000228881836,53.47200393676758,53.314002990722656,41.69600296020508,30.876001358032227,32.20199966430664,22.79400062561035,20.57400131225586,56.202003479003906,54.28000259399414,49.052001953125,47.28200149536133,28.946001052856445,27.558000564575195,19.222000122070312,18.59400177001953,10.808000564575195,10.834000587463379,71.39000701904297,47.50800323486328,40.02400207519531,38.19000244140625,34.00600051879883,31.280000686645508,27.490001678466797,25.51000213623047,24.010000228881836,20.290000915527344,32.459999084472656,20.485763549804688,62.57889990982868,44.99549143372408,58.55999755859375,58.1099967956543,80.4000015258789,67.70999908447266,67.79999542236328,73.65999603271484,74.13999938964844,28.30830722696338,54.75400161743164,9.246000289916992,9.65999984741211,7.2220001220703125,16.2760009765625,71.39000701904297,88.81999969482422,89.18999481201172,73.16800689697266,97.79166666666667,98.06926406926408,88.6240005493164,55.221674876847295,38.96551724137931
resnet18-rotation-standard_40,58.46200180053711,1.8666666746139526,70.66000366210938,67.29000091552734,68.84000396728516,65.50800323486328,65.86000061035156,62.11600112915039,61.39200210571289,56.95000457763672,54.570003509521484,49.97800064086914,65.1500015258789,58.16200256347656,60.03600311279297,51.0160026550293,49.57400131225586,36.656002044677734,23.020000457763672,11.570000648498535,5.058000087738037,2.302000045776367,54.910003662109375,49.00800323486328,45.31800079345703,40.2920036315918,29.3700008392334,25.200000762939453,18.174001693725586,15.078001022338867,10.574000358581543,8.956000328063965,64.08000183105469,60.87200164794922,42.474002838134766,39.790000915527344,50.178001403808594,48.2660026550293,34.86000061035156,34.814002990722656,12.268000602722168,13.170001029968262,60.538002014160156,53.858001708984375,55.16800308227539,46.97200393676758,46.87600326538086,36.93000030517578,40.93400192260742,30.316001892089844,25.768001556396484,16.48200035095215,55.65400314331055,53.16400146484375,37.4900016784668,35.552001953125,26.00800132751465,24.7080020904541,23.782001495361328,22.790000915527344,17.894001007080078,17.078001022338867,67.0320053100586,60.044002532958984,52.89800262451172,44.24800109863281,34.948001861572266,28.00200080871582,20.566001892089844,16.711999893188477,8.039999961853027,6.568000316619873,57.1140022277832,54.060001373291016,45.47200393676758,41.336002349853516,26.5260009765625,22.05000114440918,9.366000175476074,6.994000434875488,1.4620000123977661,1.4560000896453857,47.80600357055664,34.11600112915039,13.97800064086914,9.854000091552734,7.002000331878662,37.32600021362305,38.332000732421875,29.256000518798828,25.43600082397461,20.874000549316406,16.552000045776367,6.464000225067139,5.314000129699707,1.1080000400543213,1.3920000791549683,61.108001708984375,59.02800369262695,57.340003967285156,55.564002990722656,54.47600173950195,52.66800308227539,44.900001525878906,43.64400100708008,32.06999969482422,31.516000747680664,61.470001220703125,56.22200393676758,49.23800277709961,43.39200210571289,31.174001693725586,26.416000366210938,17.006000518798828,14.256000518798828,11.25200080871582,9.818000793457031,58.72600173950195,59.59800338745117,61.37200164794922,56.76400375366211,38.12800216674805,44.42400360107422,25.57600212097168,31.634000778198242,24.636001586914062,25.692001342773438,64.38200378417969,59.98200225830078,59.0880012512207,55.02800369262695,68.29000091552734,65.09000396728516,57.39800262451172,53.428001403808594,43.836002349853516,40.63800048828125,55.97200393676758,52.68000411987305,42.42000198364258,37.784000396728516,25.194000244140625,20.466001510620117,6.814000129699707,5.3460001945495605,1.9560000896453857,2.0180001258850098,45.37200164794922,47.012001037597656,32.044002532958984,25.762001037597656,34.374000549316406,29.448001861572266,22.762001037597656,19.18800163269043,17.00400161743164,13.340001106262207,67.36199951171875,65.6820068359375,56.45600128173828,53.65800094604492,51.290000915527344,42.24400329589844,27.902000427246094,31.420001983642578,21.042001724243164,20.562000274658203,57.996002197265625,55.358001708984375,51.70000076293945,48.432003021240234,30.6820011138916,26.96200180053711,19.32200050354004,16.55000114440918,9.820000648498535,8.510000228881836,44.21200180053711,44.75200271606445,35.33000183105469,35.27799987792969,30.420001983642578,28.770000457763672,24.170001983642578,23.134000778198242,21.632001876831055,18.54400062561035,34.28666687011719,22.077463150024414,66.09558160504959,44.90532010820559,58.709999084472656,58.44999694824219,80.47999572753906,67.51000213623047,67.97999572753906,73.88999938964844,73.95999908447266,29.210327319866046,53.5,9.559999465942383,10.559999465942383,7.440000057220459,18.652000427246094,71.28400421142578,88.15999603271484,89.1500015258789,72.9280014038086,97.77777777777777,98.21645021645021,88.52800750732422,56.65024630541872,40.54187192118226
resnet50_simclrv2_linear_probe_tf_port,68.49400329589844,3.626666784286499,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,29.866666793823242,18.628780364990234,63.48061316501352,47.790802524797115,57.93000030517578,57.93000030517578,79.5199966430664,66.87999725341797,66.72000122070312,72.31999969482422,72.48999786376953,25.532029815274925,,,,,17.218000411987305,70.84000396728516,88.40999603271484,88.58000183105469,71.79199981689453,98.0,98.22510822510823,88.83200073242188,54.679802955665025,41.576354679802954
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facebook_adv_trained_resnext101_denoiseAll,56.94200134277344,4.933333396911621,68.33200073242188,64.1300048828125,68.32600402832031,63.730003356933594,66.99400329589844,61.952003479003906,63.92400360107422,58.09400177001953,58.23600387573242,51.47200393676758,68.33200073242188,33.77400207519531,23.39000129699707,14.37600040435791,2.940000057220459,1.942000150680542,0.3660000264644623,0.3720000088214874,0.33800002932548523,0.3400000035762787,68.33200073242188,39.19200134277344,34.85200119018555,31.606000900268555,22.442001342773438,20.236000061035156,15.488000869750977,13.780000686645508,10.516000747680664,9.296000480651855,68.63999938964844,53.46000289916992,38.21999740600586,35.02000045776367,62.07999801635742,56.32400131225586,59.2599983215332,53.82600402832031,50.0,44.50600051879883,68.33200073242188,17.766000747680664,11.146000862121582,7.13800048828125,3.56000018119812,2.114000082015991,2.872000217437744,1.600000023841858,0.812000036239624,0.4880000352859497,68.33200073242188,60.000003814697266,56.02800369262695,48.85600280761719,45.60000228881836,37.820003509521484,42.948001861572266,35.19000244140625,34.28000259399414,27.48400115966797,68.33200073242188,50.73400115966797,41.7920036315918,33.98200225830078,28.876001358032227,22.624000549316406,20.144001007080078,15.522000312805176,10.718000411987305,7.928000450134277,68.33200073242188,62.6400032043457,55.57600402832031,56.39800262451172,39.634002685546875,41.000003814697266,21.894001007080078,21.726001739501953,8.146000862121582,6.334000110626221,48.152000427246094,39.820003509521484,31.814001083374023,25.064001083374023,15.746000289916992,68.33200073242188,52.95600128173828,26.43000030517578,40.94000244140625,20.828001022338867,31.144001007080078,12.068000793457031,14.210000991821289,5.880000114440918,4.522000312805176,68.33200073242188,61.044002532958984,65.31800079345703,60.35000228881836,64.79800415039062,59.73200225830078,63.3800048828125,58.42400360107422,61.810001373291016,56.83400344848633,68.33200073242188,50.39600372314453,48.03200149536133,41.368003845214844,35.724002838134766,30.184001922607422,24.192001342773438,20.284000396728516,18.02400016784668,15.018000602722168,68.33200073242188,60.24800109863281,63.686004638671875,59.42400360107422,56.03600311279297,56.44200134277344,51.39400100708008,51.8380012512207,51.85000228881836,48.2920036315918,68.33200073242188,54.62600326538086,57.12400436401367,50.24400329589844,67.56200408935547,62.756004333496094,60.98600387573242,54.9900016784668,49.82600402832031,43.61600112915039,68.33200073242188,61.49800109863281,52.13200378417969,52.7760009765625,38.55600357055664,38.884002685546875,20.09000015258789,18.784000396728516,11.766000747680664,9.482000350952148,68.33200073242188,55.512001037597656,54.30600357055664,45.922000885009766,50.02800369262695,41.832000732421875,39.66800308227539,30.274002075195312,43.52000045776367,34.20000076293945,68.33200073242188,62.80400466918945,64.08000183105469,56.932003021240234,64.6259994506836,54.198001861572266,45.46800231933594,38.263999938964844,39.7140007019043,30.296001434326172,68.33200073242188,62.04600143432617,58.48200225830078,58.358001708984375,42.13800048828125,42.374000549316406,33.20600128173828,32.30000305175781,24.158000946044922,21.68600082397461,68.33200073242188,44.58000183105469,44.29600143432617,39.018001556396484,37.00400161743164,32.374000549316406,32.676002502441406,28.68600082397461,27.410001754760742,23.768001556396484,48.99333572387695,31.281810760498047,59.42290351668169,46.43823264201984,55.34000015258789,55.21999740600586,76.0,64.55999755859375,64.70999908447266,70.93000030517578,71.22999572753906,26.536674948687477,26.01999855041504,4.759999752044678,68.65999603271484,66.22000122070312,28.048002243041992,68.33200073242188,86.45999908447266,86.04999542236328,70.96000671386719,96.35416666666666,97.54978354978356,86.46400451660156,55.172413793103445,43.84236453201971
resnet50-smoothing_adversarial_DNN_2steps_eps_512_noise_0.25,50.220001220703125,2.386666774749756,68.19999694824219,65.63999938964844,64.63999938964844,63.15999984741211,61.0,58.73999786376953,54.63999938964844,52.15999984741211,45.41999816894531,42.779998779296875,68.18000030517578,33.15999984741211,18.03999900817871,17.239999771118164,4.639999866485596,4.440000057220459,0.47999998927116394,0.47999998927116394,0.23999999463558197,0.29999998211860657,51.37999725341797,47.779998779296875,43.65999984741211,40.13999938964844,30.85999870300293,28.619998931884766,22.19999885559082,20.059999465942383,15.4399995803833,13.719999313354492,58.71999740600586,57.57999801635742,37.23999786376953,37.34000015258789,61.119998931884766,58.5,55.779998779296875,52.79999923706055,38.89999771118164,36.279998779296875,68.04000091552734,21.139999389648438,9.559999465942383,10.460000038146973,3.7799999713897705,4.059999942779541,2.4800000190734863,2.5999999046325684,0.8199999928474426,0.5199999809265137,68.05999755859375,56.29999923706055,44.47999954223633,41.23999786376953,31.69999885559082,30.219999313354492,29.639999389648438,28.01999855041504,21.399999618530273,21.399999618530273,68.15999603271484,56.939998626708984,50.36000061035156,42.79999923706055,38.040000915527344,31.739999771118164,28.279998779296875,23.19999885559082,15.979999542236328,12.199999809265137,68.26000213623047,65.69999694824219,63.89999771118164,62.15999984741211,50.57999801635742,48.79999923706055,26.719999313354492,23.559999465942383,6.059999942779541,4.539999961853027,54.23999786376953,46.34000015258789,35.65999984741211,28.85999870300293,19.5,68.23999786376953,64.83999633789062,59.19999694824219,57.37999725341797,48.939998626708984,46.89999771118164,24.079999923706055,19.719999313354492,6.019999980926514,4.420000076293945,68.18000030517578,64.15999603271484,65.93999481201172,62.79999923706055,65.31999969482422,61.87999725341797,63.47999954223633,59.47999954223633,60.779998779296875,55.87999725341797,59.39999771118164,55.87999725341797,50.57999801635742,46.71999740600586,37.02000045776367,34.07999801635742,24.439998626708984,21.3799991607666,18.020000457763672,15.59999942779541,68.18000030517578,63.599998474121094,65.27999877929688,62.19999694824219,59.939998626708984,59.599998474121094,56.07999801635742,55.7599983215332,55.13999938964844,52.05999755859375,68.19999694824219,54.779998779296875,52.0,48.599998474121094,63.0,60.63999938964844,48.07999801635742,45.37999725341797,35.439998626708984,33.31999969482422,68.0999984741211,65.69999694824219,61.91999816894531,60.2599983215332,49.20000076293945,48.099998474121094,22.799999237060547,18.85999870300293,9.619999885559082,8.0,50.18000030517578,51.21999740600586,34.89999771118164,32.79999923706055,26.260000228881836,25.84000015258789,13.59999942779541,13.359999656677246,13.960000038146973,14.859999656677246,68.08000183105469,65.83999633789062,59.81999969482422,56.34000015258789,60.459999084472656,48.18000030517578,37.7599983215332,35.21999740600586,28.719999313354492,23.739999771118164,68.19999694824219,65.93999481201172,65.58000183105469,64.08000183105469,53.15999984741211,52.05999755859375,42.07999801635742,38.7599983215332,26.51999855041504,23.279998779296875,68.36000061035156,50.119998931884766,45.68000030517578,43.81999969482422,37.2599983215332,35.47999954223633,31.920000076293945,31.239999771118164,25.079999923706055,24.100000381469727,37.84000015258789,21.81807518005371,61.76735798016231,48.06131650135257,54.77000045776367,54.5099983215332,77.27999877929688,63.849998474121094,64.27999877929688,70.88999938964844,71.20999908447266,25.121529653235392,67.90400695800781,67.6760025024414,67.78800201416016,48.15999984741211,18.924001693725586,67.88600158691406,85.9000015258789,86.22999572753906,70.75200653076172,96.78472222222221,97.69696969696969,85.90400695800781,56.79802955665024,45.36945812807882
resnet50_simsiam,65.12200164794922,2.7200000286102295,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28.446666717529297,18.347776412963867,63.11992786293958,46.528403967538324,54.91999816894531,54.57999801635742,76.47999572753906,63.65999984741211,64.04000091552734,69.62999725341797,70.01000213623047,22.334449605703792,,,,,14.518000602722168,67.7820053100586,85.93999481201172,86.47999572753906,68.96000671386719,97.63194444444444,97.90476190476191,86.14400482177734,53.596059113300484,40.591133004926114
mnasnet0_5,51.79600143432617,1.8933334350585938,66.33399963378906,62.01000213623047,63.39600372314453,59.178001403808594,58.87000274658203,54.58400344848633,52.590003967285156,47.66400146484375,44.07400131225586,38.948001861572266,54.506004333496094,46.44000244140625,44.8120002746582,35.93000030517578,28.43600082397461,19.534000396728516,7.89400053024292,4.6620001792907715,1.7760001420974731,1.2640000581741333,43.58400344848633,42.12600326538086,32.12800216674805,33.02000045776367,17.93000030517578,18.894001007080078,10.272000312805176,10.734000205993652,6.0360002517700195,6.302000522613525,58.53400421142578,54.72200393676758,37.8280029296875,34.59000015258789,48.90800094604492,46.000003814697266,34.46800231933594,34.35000228881836,14.312000274658203,14.834000587463379,49.802001953125,42.832000732421875,41.75400161743164,34.513999938964844,32.604000091552734,25.382001876831055,28.808000564575195,20.986000061035156,15.820000648498535,10.084000587463379,44.16400146484375,43.07400131225586,24.61800193786621,24.268001556396484,14.608000755310059,14.68600082397461,13.052000999450684,13.052000999450684,9.070000648498535,9.01200008392334,59.134002685546875,53.022003173828125,36.33000183105469,36.56800079345703,22.112001419067383,22.338001251220703,13.280000686645508,13.096000671386719,5.270000457763672,4.634000301361084,39.72200012207031,41.96000289916992,22.674001693725586,22.714000701904297,7.204000473022461,6.562000274658203,1.2020000219345093,1.4860000610351562,0.17600001394748688,0.4100000262260437,40.432003021240234,27.274002075195312,10.300000190734863,6.87000036239624,4.992000102996826,27.032001495361328,31.184001922607422,13.044000625610352,13.930000305175781,6.340000152587891,6.728000164031982,0.7720000147819519,1.312000036239624,0.1980000138282776,0.41600000858306885,54.64600372314453,52.448001861572266,50.32600402832031,48.25800323486328,46.78600311279297,44.85200119018555,33.858001708984375,33.45600128173828,18.329999923706055,19.744001388549805,54.544002532958984,49.53000259399414,42.0420036315918,37.814002990722656,27.020000457763672,23.428001403808594,15.12600040435791,13.152000427246094,10.246000289916992,8.812000274658203,39.34000015258789,51.900001525878906,41.25600051879883,48.746002197265625,18.12200164794922,29.7760009765625,9.672000885009766,14.568000793457031,9.84000015258789,9.946000099182129,57.268001556396484,51.72800064086914,51.85200119018555,46.22600173950195,62.36000442504883,58.21400451660156,46.23200225830078,42.85200119018555,33.09400177001953,30.68800163269043,36.96200180053711,38.5780029296875,19.84000015258789,19.71200180053711,7.746000289916992,7.2920002937316895,1.1480000019073486,1.7040001153945923,0.34800001978874207,0.7540000081062317,32.152000427246094,37.09000015258789,18.052000045776367,15.41200065612793,21.740001678466797,19.27800178527832,12.824000358581543,11.598000526428223,7.61400032043457,6.904000282287598,62.802001953125,60.42400360107422,49.85400390625,46.04800033569336,42.0420036315918,33.20800018310547,24.200000762939453,27.292001724243164,15.808000564575195,16.84200096130371,41.33400344848633,42.40400314331055,31.91600227355957,33.040000915527344,13.846000671386719,13.004000663757324,7.88800048828125,7.066000461578369,3.642000198364258,3.374000072479248,67.60200500488281,38.25400161743164,28.992000579833984,29.66400146484375,24.00800132751465,23.672000885009766,19.04400062561035,18.972000122070312,16.110000610351562,14.60200023651123,25.420000076293945,14.327261924743652,56.08656447249775,36.78990081154193,54.36000061035156,54.19999694824219,76.87999725341797,62.68000030517578,62.939998626708984,69.43000030517578,69.63999938964844,24.10068056605812,42.0,9.0,10.460000038146973,8.076000213623047,12.848000526428223,67.60200500488281,85.5999984741211,86.00999450683594,68.76800537109375,96.58333333333333,97.52380952380952,86.14400482177734,50.29556650246305,34.72906403940887
resnet50_with_motion_blur_aws,48.33400344848633,2.4666666984558105,67.45600128173828,68.24600219726562,63.65800476074219,65.64600372314453,59.60200119018555,61.89200210571289,53.60600280761719,56.070003509521484,45.8120002746582,48.27800369262695,67.45600128173828,57.21000289916992,50.09600067138672,48.518001556396484,37.75200271606445,33.77799987792969,19.4060001373291,11.432000160217285,8.672000885009766,2.748000144958496,66.2280044555664,59.87200164794922,60.84400177001953,52.73200225830078,50.5880012512207,35.272003173828125,39.91600036621094,22.79400062561035,29.022001266479492,13.61400032043457,65.57200622558594,65.68800354003906,44.64400100708008,45.14600372314453,61.87400436401367,61.038002014160156,51.108001708984375,51.77000427246094,23.492000579833984,29.00400161743164,67.45600128173828,52.85000228881836,45.678001403808594,45.702003479003906,38.22600173950195,37.27799987792969,34.592002868652344,31.472002029418945,22.648000717163086,17.736000061035156,67.45600128173828,52.96800231933594,23.98200035095215,35.68400192260742,13.382000923156738,24.284000396728516,12.120000839233398,22.636001586914062,7.840000152587891,16.740001678466797,67.45600128173828,66.82200622558594,61.958003997802734,55.84800338745117,51.204002380371094,40.592002868652344,40.202003479003906,24.772001266479492,21.196001052856445,7.4200005531311035,67.45600128173828,50.09800338745117,26.144001007080078,33.608001708984375,7.5360002517700195,14.458001136779785,1.2360000610351562,3.814000129699707,0.27000001072883606,0.7160000205039978,54.68800354003906,42.134002685546875,22.240001678466797,16.5260009765625,10.088000297546387,67.45600128173828,37.25600051879883,13.504000663757324,22.378000259399414,4.984000205993652,12.53800106048584,0.5920000076293945,2.4280002117156982,0.2160000056028366,0.5800000429153442,67.45600128173828,60.62200164794922,54.11600112915039,55.96200180053711,50.23800277709961,52.26400375366211,37.19000244140625,40.05800247192383,22.040000915527344,24.854001998901367,73.2800064086914,68.44600677490234,73.02000427246094,66.64800262451172,72.61800384521484,64.05000305175781,72.04600524902344,59.840003967285156,71.43800354003906,55.64200210571289,67.45600128173828,63.788002014160156,64.39400482177734,63.060001373291016,44.03200149536133,50.720001220703125,26.14000129699707,33.608001708984375,27.394001007080078,22.900001525878906,67.45600128173828,58.544002532958984,49.51000213623047,52.35200119018555,63.1140022277832,64.87000274658203,47.12200164794922,49.34800338745117,32.75400161743164,34.5880012512207,67.45600128173828,47.3380012512207,21.720001220703125,29.242000579833984,6.444000244140625,13.064001083374023,0.8580000400543213,2.7340002059936523,0.36000001430511475,0.9900000691413879,39.86800003051758,49.13200378417969,27.64000129699707,29.16600227355957,28.57600212097168,31.45600128173828,17.810001373291016,20.73000144958496,13.404000282287598,15.294000625610352,67.45600128173828,67.08000183105469,51.35200119018555,55.428001403808594,46.400001525878906,44.92000198364258,18.878000259399414,30.940000534057617,13.992000579833984,20.626001358032227,67.45600128173828,50.61600112915039,36.302001953125,41.75200271606445,11.87600040435791,18.780000686645508,5.004000186920166,10.010000228881836,1.8680000305175781,4.558000087738037,67.45600128173828,59.71800231933594,54.672000885009766,52.10600280761719,52.65800094604492,46.44000244140625,46.89400100708008,40.36800003051758,41.000003814697266,31.636001586914062,28.530000686645508,13.057832717895508,65.01352569882776,45.716862037871955,55.93000030517578,55.90999984741211,77.75999450683594,64.79999542236328,65.15999603271484,70.93000030517578,71.18999481201172,27.724964891433512,35.28600311279297,8.907999992370605,9.350000381469727,7.812000274658203,16.466001510620117,67.45600128173828,85.81999969482422,86.73999786376953,70.4320068359375,96.77083333333333,97.46320346320346,85.63200378417969,56.69950738916256,39.556650246305416
resnet18-rotation-nocrop_40,52.94000244140625,2.0399999618530273,64.77200317382812,60.096004486083984,62.57400131225586,57.89400100708008,59.45000457763672,54.39200210571289,54.57400131225586,49.1400032043457,48.10400390625,42.194000244140625,58.38600158691406,49.810001373291016,52.43000411987305,42.43800354003906,40.73400115966797,28.48600196838379,16.72800064086914,8.206000328063965,3.9760000705718994,1.5660001039505005,49.43000411987305,41.3900032043457,40.29600143432617,32.5160026550293,24.3960018157959,17.802000045776367,13.012001037597656,8.546000480651855,6.62600040435791,4.478000164031982,57.454002380371094,52.682003021240234,35.0160026550293,31.330001831054688,45.94200134277344,43.044002532958984,31.316001892089844,30.582000732421875,11.440000534057617,10.760000228881836,55.3900032043457,47.60000228881836,50.23400115966797,41.72200012207031,43.24800109863281,33.66400146484375,37.992000579833984,28.358001708984375,23.84400177001953,15.758000373840332,49.85600280761719,46.39600372314453,32.1400032043457,30.812002182006836,21.63800048828125,21.292001724243164,20.042001724243164,19.57200050354004,14.984001159667969,14.870000839233398,61.33200454711914,52.85200119018555,47.768001556396484,36.91800308227539,32.24800109863281,21.838001251220703,19.374000549316406,11.106000900268555,5.194000244140625,2.3940000534057617,42.62800216674805,38.3900032043457,27.61600112915039,22.166000366210938,12.302000999450684,8.598000526428223,3.574000120162964,2.8500001430511475,0.7660000324249268,0.8800000548362732,41.91800308227539,30.900001525878906,12.414000511169434,8.260000228881836,4.902000427246094,29.696001052856445,26.016000747680664,18.032001495361328,13.986001014709473,10.700000762939453,8.24000072479248,2.620000123977661,2.5940001010894775,0.7040000557899475,0.8600000143051147,52.32400131225586,49.53400421142578,46.2140007019043,44.38200378417969,42.060001373291016,40.512001037597656,27.660001754760742,28.724000930786133,13.768000602722168,16.332000732421875,53.96000289916992,48.04600143432617,41.40400314331055,34.7140007019043,25.202001571655273,19.546001434326172,12.850000381469727,10.146000862121582,8.570000648498535,6.828000545501709,54.0420036315918,51.53600311279297,50.49400329589844,47.794002532958984,36.0,36.91800308227539,22.804000854492188,24.040000915527344,17.09000015258789,16.644001007080078,58.310001373291016,52.802001953125,53.71000289916992,48.522003173828125,62.28000259399414,57.49200439453125,51.65200424194336,46.57400131225586,40.23400115966797,35.96600341796875,41.93000030517578,37.63199996948242,26.780000686645508,20.97800064086914,13.442000389099121,9.598000526428223,3.3620002269744873,2.9200000762939453,1.1600000858306885,1.378000020980835,38.60200119018555,40.13800048828125,27.88800048828125,22.040000915527344,29.71000099182129,24.560001373291016,19.82000160217285,15.908000946044922,14.868000984191895,11.410000801086426,60.94000244140625,58.512001037597656,49.68600082397461,46.25400161743164,44.6140022277832,36.3640022277832,24.04400062561035,25.248001098632812,18.010000228881836,16.292001724243164,47.28200149536133,43.39600372314453,39.35200119018555,35.082000732421875,21.1560001373291,16.65999984741211,13.328001022338867,10.182000160217285,6.788000106811523,5.646000385284424,38.544002532958984,37.34800338745117,29.606000900268555,28.61600112915039,24.178001403808594,22.064001083374023,18.838001251220703,17.446001052856445,16.354000091552734,13.482000350952148,34.77000045776367,21.63728904724121,59.42290351668169,38.50315599639315,53.94999694824219,53.5,76.31999969482422,61.25,61.959999084472656,68.75,69.37999725341797,25.699470670843688,51.7599983215332,10.34000015258789,11.399999618530273,8.519999504089355,18.18800163269043,65.37000274658203,84.54000091552734,85.40999603271484,68.28800201416016,96.45833333333333,97.33333333333334,84.94400024414062,53.99014778325123,35.172413793103445
facebook_adv_trained_resnet152_denoise,54.14600372314453,4.893333435058594,65.31999969482422,60.90200424194336,65.44200134277344,60.564002990722656,64.27799987792969,59.09800338745117,61.23800277709961,55.34800338745117,55.57600402832031,48.832000732421875,65.31999969482422,29.09200096130371,19.93800163269043,11.534000396728516,2.2380001544952393,1.4900001287460327,0.3240000009536743,0.32200002670288086,0.2760000228881836,0.28600001335144043,65.31999969482422,35.62000274658203,31.184001922607422,28.032001495361328,19.700000762939453,17.742000579833984,13.390000343322754,12.122000694274902,9.168000221252441,8.302000045776367,65.33999633789062,50.29600143432617,36.71999740600586,32.263999938964844,58.69999694824219,53.156002044677734,56.03999710083008,50.80600357055664,47.7599983215332,42.52400207519531,65.31999969482422,15.204000473022461,10.268000602722168,5.720000267028809,2.9000000953674316,1.6040000915527344,2.374000072479248,1.2620000839233398,0.6620000600814819,0.41600000858306885,65.31999969482422,56.790000915527344,52.73600387573242,45.12200164794922,42.18600082397461,34.060001373291016,39.242000579833984,31.474000930786133,31.240001678466797,24.110000610351562,65.31999969482422,47.21200180053711,38.22800064086914,30.314001083374023,25.34200096130371,19.968000411987305,17.626001358032227,13.554000854492188,9.42400074005127,7.164000511169434,65.31999969482422,59.5260009765625,49.51000213623047,52.86600112915039,30.52800178527832,38.32400131225586,12.894001007080078,20.358001708984375,3.1500000953674316,5.996000289916992,44.68400192260742,36.288002014160156,28.500001907348633,22.240001678466797,13.902000427246094,65.31999969482422,48.902000427246094,20.88800048828125,37.36600112915039,15.316000938415527,28.012001037597656,6.6700005531311035,12.558000564575195,2.2740001678466797,4.010000228881836,65.31999969482422,57.94400405883789,62.05400466918945,57.17000198364258,61.59400177001953,56.78400421142578,60.27400207519531,55.44200134277344,58.74400329589844,53.954002380371094,65.31999969482422,46.83000183105469,44.288002014160156,37.72200012207031,32.48200225830078,27.04400062561035,21.86400032043457,18.418001174926758,16.3700008392334,13.758000373840332,65.31999969482422,56.87400436401367,60.4160041809082,56.108001708984375,52.47200393676758,53.02800369262695,47.72200393676758,48.314002990722656,48.4160041809082,45.03200149536133,65.31999969482422,51.12200164794922,54.52400207519531,47.46000289916992,64.49200439453125,59.612003326416016,58.18000411987305,52.384002685546875,47.54600143432617,41.564002990722656,65.31999969482422,58.36600112915039,45.720001220703125,49.62600326538086,30.174001693725586,36.81800079345703,12.084000587463379,17.918001174926758,5.646000385284424,9.022000312805176,65.31999969482422,52.96800231933594,51.336002349853516,43.8120002746582,47.59600067138672,40.2140007019043,37.874000549316406,29.354001998901367,41.05400085449219,32.60600280761719,65.31999969482422,59.75400161743164,61.36600112915039,54.53200149536133,61.840003967285156,51.50200271606445,42.66400146484375,35.61000061035156,36.6140022277832,27.4320011138916,65.31999969482422,58.98800277709961,53.39200210571289,55.37000274658203,34.996002197265625,40.09800338745117,25.57400131225586,30.852001190185547,16.56800079345703,20.940000534057617,65.31999969482422,41.12800216674805,40.88800048828125,35.60200119018555,34.176002502441406,29.546001434326172,29.864002227783203,26.108001708984375,25.30000114440918,21.558000564575195,48.57666778564453,30.098844528198242,55.36519386834986,42.74120829576194,52.68000030517578,52.599998474121094,74.63999938964844,61.849998474121094,61.81999969482422,68.45999908447266,68.54999542236328,24.964891433509777,25.81999969482422,3.240000009536743,65.4000015258789,63.439998626708984,26.644001007080078,65.31999969482422,84.41999816894531,83.8499984741211,69.7760009765625,95.52777777777777,97.11688311688312,85.20000457763672,53.89162561576355,41.77339901477832
bninception-imagenet21k,52.93000411987305,3.8933334350585938,64.66200256347656,62.80600357055664,62.49800109863281,60.89800262451172,59.53200149536133,57.36600112915039,54.51400375366211,52.11000061035156,47.544002532958984,44.7140007019043,55.96600341796875,53.060001373291016,49.862003326416016,45.50200271606445,37.84000015258789,30.988000869750977,14.084000587463379,7.880000591278076,2.130000114440918,1.0740000009536743,53.05400085449219,48.422000885009766,46.13600158691406,40.980003356933594,32.150001525878906,26.50400161743164,19.8960018157959,15.496000289916992,11.718000411987305,8.782000541687012,56.816001892089844,56.198001861572266,34.650001525878906,35.02000045776367,48.92000198364258,47.49400329589844,35.46600341796875,35.5160026550293,13.38800048828125,14.258000373840332,50.87800216674805,48.69200134277344,44.624000549316406,42.00600051879883,35.94000244140625,32.604000091552734,30.950000762939453,26.882001876831055,17.66200065612793,14.020000457763672,50.44600296020508,49.11000061035156,32.67000198364258,32.52400207519531,21.98400115966797,22.352001190185547,20.244001388549805,20.79800033569336,15.188000679016113,15.744000434875488,62.34400177001953,57.178001403808594,51.650001525878906,44.11000061035156,39.18400192260742,30.612001419067383,27.306001663208008,19.010000228881836,10.654000282287598,5.75600004196167,52.362003326416016,48.608001708984375,39.44200134277344,32.8900032043457,20.46200180053711,14.408000946044922,7.072000503540039,4.4079999923706055,1.6140000820159912,1.0860000848770142,46.980003356933594,34.18600082397461,13.836000442504883,9.248000144958496,6.474000453948975,42.948001861572266,34.75600051879883,29.87200164794922,21.25200080871582,19.998001098632812,12.922000885009766,6.174000263214111,3.6180002689361572,1.4980000257492065,1.058000087738037,60.46800231933594,58.13200378417969,57.49800109863281,55.13600158691406,55.08000183105469,52.61000061035156,45.29600143432617,42.97800064086914,29.132001876831055,28.34800148010254,52.410003662109375,50.45000076293945,39.57200241088867,36.93000030517578,24.31800079345703,21.762001037597656,12.60400104522705,11.02400016784668,7.742000579833984,7.006000518798828,59.340003967285156,59.202003479003906,60.11600112915039,57.77400207519531,43.17400360107422,46.432003021240234,22.518001556396484,26.918001174926758,14.292000770568848,16.25,58.25200271606445,55.14600372314453,53.10000228881836,49.76400375366211,61.29600143432617,60.038002014160156,49.560001373291016,47.41400146484375,37.678001403808594,35.145999908447266,49.98200225830078,45.10400390625,34.75600051879883,27.714000701904297,18.920000076293945,13.358000755310059,5.958000183105469,3.748000144958496,2.496000051498413,1.6640000343322754,37.832000732421875,42.070003509521484,25.080001831054688,21.47800064086914,27.202001571655273,24.63800048828125,17.48400115966797,15.86400032043457,13.016000747680664,10.646000862121582,59.96200180053711,60.958003997802734,49.52800369262695,49.12200164794922,44.86600112915039,38.70800018310547,25.788002014160156,27.906002044677734,18.834001541137695,18.450000762939453,52.74800109863281,48.592002868652344,45.152000427246094,39.66600036621094,24.128000259399414,18.32400131225586,15.224000930786133,10.5600004196167,8.657999992370605,5.484000205993652,39.086002349853516,40.926002502441406,30.722002029418945,31.840002059936523,23.530000686645508,24.32000160217285,18.244001388549805,19.1820011138916,15.040000915527344,14.60200023651123,34.22333526611328,21.932048797607422,64.56266907123535,45.89720468890893,54.029998779296875,53.91999816894531,75.83999633789062,63.41999816894531,63.73999786376953,69.72999572753906,70.0,29.31295236037593,58.7599983215332,25.19999885559082,27.65999984741211,9.579999923706055,16.68400001525879,65.24000549316406,85.55999755859375,85.83000183105469,68.60800170898438,96.9375,97.27272727272728,84.28800201416016,57.04433497536946,38.42364532019704
resnet50-randomized_smoothing_noise_0.50,45.86000061035156,2.1733334064483643,65.04000091552734,62.47999954223633,61.07999801635742,59.599998474121094,56.37999725341797,54.87999725341797,48.779998779296875,46.29999923706055,38.63999938964844,35.86000061035156,65.18000030517578,24.559999465942383,11.139999389648438,10.399999618530273,2.5399999618530273,2.3999998569488525,0.5,0.5199999809265137,0.35999998450279236,0.35999998450279236,49.07999801635742,45.05999755859375,42.099998474121094,38.119998931884766,29.260000228881836,26.639999389648438,20.619998931884766,18.600000381469727,14.380000114440918,12.799999237060547,55.939998626708984,54.959999084472656,35.89999771118164,35.31999969482422,60.21999740600586,56.18000030517578,55.5,51.41999816894531,40.39999771118164,36.459999084472656,65.15999603271484,14.960000038146973,6.179999828338623,6.159999847412109,1.8600000143051147,2.1599998474121094,1.3799999952316284,1.5199999809265137,0.47999998927116394,0.3400000035762787,64.93999481201172,53.21999740600586,41.91999816894531,38.619998931884766,29.799999237060547,26.760000228881836,27.559999465942383,25.15999984741211,21.119998931884766,19.18000030517578,64.91999816894531,54.21999740600586,47.63999938964844,40.07999801635742,36.31999969482422,29.81999969482422,26.899999618530273,21.19999885559082,14.9399995803833,11.119999885559082,64.76000213623047,62.47999954223633,62.939998626708984,60.89999771118164,56.279998779296875,53.63999938964844,36.18000030517578,36.29999923706055,11.739999771118164,10.880000114440918,51.68000030517578,44.099998474121094,34.89999771118164,28.19999885559082,18.959999084472656,64.69999694824219,62.23999786376953,61.23999786376953,59.03999710083008,56.2599983215332,53.36000061035156,32.779998779296875,31.279998779296875,12.119999885559082,10.84000015258789,65.04000091552734,61.91999816894531,63.459999084472656,61.2599983215332,63.099998474121094,60.39999771118164,61.959999084472656,58.89999771118164,59.97999954223633,55.5,57.23999786376953,52.57999801635742,48.779998779296875,44.41999816894531,37.0,33.540000915527344,24.639999389648438,22.079999923706055,18.219999313354492,16.079999923706055,65.08000183105469,60.439998626708984,62.619998931884766,59.39999771118164,56.87999725341797,56.79999923706055,53.5,53.23999786376953,54.779998779296875,50.459999084472656,64.86000061035156,51.2599983215332,48.279998779296875,45.89999771118164,58.91999816894531,57.52000045776367,43.34000015258789,41.939998626708984,30.979999542236328,29.53999900817871,65.0199966430664,63.18000030517578,62.79999923706055,61.02000045776367,54.71999740600586,52.84000015258789,32.279998779296875,31.079999923706055,16.559999465942383,14.960000038146973,50.79999923706055,51.13999938964844,36.71999740600586,33.540000915527344,26.65999984741211,26.139999389648438,13.460000038146973,13.34000015258789,15.880000114440918,15.619999885559082,64.86000061035156,63.119998931884766,58.73999786376953,55.31999969482422,59.52000045776367,48.97999954223633,38.73999786376953,35.0,29.299999237060547,24.600000381469727,64.86000061035156,63.05999755859375,63.939998626708984,62.57999801635742,56.86000061035156,55.0,47.7599983215332,46.2599983215332,34.21999740600586,33.34000015258789,64.97999572753906,47.0,44.39999771118164,42.459999084472656,36.380001068115234,35.20000076293945,32.13999938964844,30.920000076293945,26.559999465942383,25.35999870300293,35.57666778564453,19.75672721862793,60.23444544634806,46.88908926961226,51.369998931884766,51.119998931884766,74.31999969482422,60.23999786376953,60.439998626708984,67.43000030517578,67.80999755859375,22.761153721508048,64.20800018310547,64.19600677490234,64.26200103759766,52.939998626708984,18.166000366210938,64.23800659179688,83.0999984741211,83.5,67.42400360107422,95.77777777777777,97.16883116883118,83.60000610351562,54.48275862068965,43.44827586206896
resnet50_with_greyscale_aws,66.64400482177734,2.306666612625122,63.33400344848633,55.15200424194336,57.3280029296875,50.73200225830078,51.858001708984375,44.73400115966797,44.83000183105469,36.8900032043457,36.522003173828125,28.2760009765625,63.33400344848633,40.89400100708008,41.72600173950195,32.314002990722656,29.184001922607422,20.71200180053711,11.59000015258789,6.868000507354736,3.1500000953674316,1.7060000896453857,38.26000213623047,32.34400177001953,28.040000915527344,22.974000930786133,13.248001098632812,10.156000137329102,6.380000114440918,4.906000137329102,3.510000228881836,2.614000082015991,50.00600051879883,47.172000885009766,25.380001068115234,23.18600082397461,30.942001342773438,30.786001205444336,14.458001136779785,17.62200164794922,2.1500000953674316,3.056000232696533,63.33400344848633,37.66200256347656,38.75400161743164,30.2760009765625,30.330001831054688,21.98600196838379,26.898000717163086,18.064001083374023,16.00400161743164,9.35200023651123,63.33400344848633,40.2920036315918,25.93000030517578,24.172000885009766,16.796001434326172,15.606000900268555,15.270000457763672,14.336000442504883,11.366000175476074,10.77400016784668,63.33400344848633,45.262001037597656,35.12000274658203,26.8700008392334,19.516000747680664,13.2760009765625,10.020000457763672,6.38200044631958,3.062000036239624,1.6680001020431519,63.33400344848633,43.522003173828125,41.17000198364258,32.37800216674805,28.216001510620117,19.214000701904297,15.046000480651855,8.28600025177002,4.936000347137451,2.120000123977661,30.330001831054688,17.131999969482422,4.238000392913818,2.6440000534057617,1.7080000638961792,63.33400344848633,30.57000160217285,31.70600128173828,22.71000099182129,25.29400062561035,16.876001358032227,13.458000183105469,7.442000389099121,5.174000263214111,2.4820001125335693,63.33400344848633,48.88800048828125,49.93400192260742,46.00200271606445,47.37000274658203,43.85000228881836,39.88600158691406,37.656002044677734,30.330001831054688,29.46200180053711,47.794002532958984,41.82200241088867,34.78200149536133,27.750001907348633,18.05000114440918,12.678000450134277,7.496000289916992,5.342000484466553,4.453999996185303,3.1460001468658447,63.33400344848633,46.130001068115234,47.522003173828125,43.362003326416016,24.11800193786621,30.822002410888672,14.590001106262207,18.57200050354004,13.370000839233398,13.382000923156738,63.33400344848633,61.342002868652344,65.2560043334961,61.58200454711914,58.10000228881836,51.9900016784668,47.39200210571289,39.496002197265625,36.96600341796875,28.73600196838379,63.33400344848633,39.54800033569336,37.05400085449219,27.73200225830078,26.09800148010254,17.07200050354004,12.420001029968262,6.482000350952148,6.1660003662109375,3.0840001106262207,31.020002365112305,35.28000259399414,18.312000274658203,15.524001121520996,20.612001419067383,17.998001098632812,12.254000663757324,10.604000091552734,9.458000183105469,8.166000366210938,63.33400344848633,55.538002014160156,42.46000289916992,41.27800369262695,35.67000198364258,27.886001586914062,20.830001831054688,22.84800148010254,14.704000473022461,14.068000793457031,63.33400344848633,41.064002990722656,41.93800354003906,34.0620002746582,26.782001495361328,18.830001831054688,19.498001098632812,12.816000938415527,12.694000244140625,7.618000507354736,63.33400344848633,27.998001098632812,19.82400131225586,19.036001205444336,14.678000450134277,13.404000282287598,10.642000198364258,9.892000198364258,8.654000282287598,7.142000198364258,29.09000015258789,21.906503677368164,60.50495942290352,40.5770964833183,50.96999740600586,50.71999740600586,73.68000030517578,59.459999084472656,59.87999725341797,65.47000122070312,65.83000183105469,23.376903964567354,47.380001068115234,8.52400016784668,10.63800048828125,6.118000507354736,15.00200080871582,63.33400344848633,82.04999542236328,82.54000091552734,66.59200286865234,96.40972222222223,97.07359307359307,84.1760025024414,58.522167487684726,39.310344827586206
vit_b_32_clip_zeroshot,52.87000274658203,31.386667251586914,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,69.25666809082031,42.372615814208984,82.23624887285843,66.0054102795311,56.209999084472656,55.77000045776367,80.23999786376953,63.279998779296875,63.44999694824219,68.80999755859375,69.27999877929688,43.96132656368154,,,,,21.238000869750977,63.302001953125,87.41999816894531,88.0999984741211,70.9280014038086,97.6875,98.4069264069264,85.66400146484375,66.99507389162561,54.38423645320197
resnet50_imagenet_subsample_1_of_4_batch64_original_images,44.652000427246094,1.1600000858306885,63.23200225830078,58.6140022277832,58.55400466918945,55.25800323486328,53.44400405883789,50.428001403808594,46.6140022277832,43.272003173828125,37.630001068115234,34.84400177001953,63.23200225830078,42.82200241088867,35.55600357055664,32.0,20.56800079345703,17.530000686645508,6.066000461578369,4.565999984741211,1.7040001153945923,1.3040000200271606,43.46600341796875,40.182003021240234,35.236000061035156,32.86800003051758,22.038000106811523,20.48000144958496,13.8100004196167,12.724000930786133,8.855999946594238,7.994000434875488,55.30800247192383,52.566001892089844,37.07400131225586,34.5880012512207,46.84600067138672,44.89200210571289,34.294002532958984,34.290000915527344,13.562000274658203,15.166000366210938,63.23200225830078,39.156002044677734,35.34800338745117,31.59800148010254,27.00400161743164,22.782001495361328,23.134000778198242,18.506000518798828,12.99000072479248,8.950000762939453,63.23200225830078,41.07600021362305,23.878000259399414,23.578001022338867,14.732000350952148,14.628000259399414,13.108000755310059,13.496000289916992,9.276000022888184,9.492000579833984,63.23200225830078,50.522003173828125,41.07600021362305,35.94200134277344,27.838001251220703,23.834001541137695,18.18600082397461,15.362000465393066,7.922000408172607,5.960000514984131,63.23200225830078,37.702003479003906,21.326000213623047,21.1200008392334,7.532000541687012,7.958000183105469,1.5320000648498535,2.192000150680542,0.3700000047683716,0.5120000243186951,41.342002868652344,30.296001434326172,13.416000366210938,9.858000755310059,7.012000560760498,63.23200225830078,22.04800033569336,11.792000770568848,11.658000946044922,6.2260003089904785,6.878000259399414,1.2020000219345093,1.880000114440918,0.37400001287460327,0.5040000081062317,63.23200225830078,50.33000183105469,48.67000198364258,45.816001892089844,44.58400344848633,42.36600112915039,28.82000160217285,30.18600082397461,13.208000183105469,16.190000534057617,49.448001861572266,46.452003479003906,37.45800018310547,35.14400100708008,23.75200080871582,21.194000244140625,13.132000923156738,11.634000778198242,8.942000389099121,7.754000186920166,63.23200225830078,52.94600296020508,53.10200119018555,50.57400131225586,22.400001525878906,33.82200241088867,11.77400016784668,18.356000900268555,7.40000057220459,12.656000137329102,63.23200225830078,48.76000213623047,46.11600112915039,42.746002197265625,56.44000244140625,53.678001403808594,38.3640022277832,36.384002685546875,23.924001693725586,23.534000396728516,63.23200225830078,35.112003326416016,19.48400115966797,18.75800132751465,8.154000282287598,8.50200080871582,1.3420000076293945,2.0940001010894775,0.5100000500679016,0.8020000457763672,28.21000099182129,33.4900016784668,16.240001678466797,14.460000991821289,18.042001724243164,16.666000366210938,10.192000389099121,9.464000701904297,7.0360002517700195,6.566000461578369,63.23200225830078,57.730003356933594,42.33000183105469,42.35600280761719,34.928001403808594,29.102001190185547,15.248001098632812,20.852001190185547,11.170000076293945,13.196001052856445,63.23200225830078,40.18600082397461,31.360000610351562,30.836002349853516,13.506000518798828,12.878000259399414,7.572000503540039,7.7900004386901855,3.4620001316070557,4.1620001792907715,63.23200225830078,38.124000549316406,28.9320011138916,29.98600196838379,24.13800048828125,24.168001174926758,19.538000106811523,19.834001541137695,16.802000045776367,15.682001113891602,23.843334197998047,12.102812767028809,55.455365193868346,40.126239855725885,50.70000076293945,50.529998779296875,74.79999542236328,59.459999084472656,59.82999801635742,65.43000030517578,65.79999542236328,21.210975478016636,49.80400085449219,12.34000015258789,14.062000274658203,9.699999809265137,11.450000762939453,63.23200225830078,82.15999603271484,83.73999786376953,63.20000457763672,96.20138888888889,96.7878787878788,82.89600372314453,51.52709359605912,36.45320197044335
resnet50_linf_eps4_robust,46.16400146484375,1.933333396911621,62.40200424194336,59.38200378417969,60.590003967285156,57.202003479003906,56.69600296020508,53.28200149536133,50.60600280761719,46.80600357055664,41.24400329589844,37.410003662109375,32.544002532958984,26.930002212524414,15.324000358581543,11.622000694274902,3.05400013923645,2.2780001163482666,0.5080000162124634,0.5120000243186951,0.4660000205039978,0.47200003266334534,42.336002349853516,37.922000885009766,33.954002380371094,30.500001907348633,21.84200096130371,19.356000900268555,14.594000816345215,12.746000289916992,9.784000396728516,8.460000038146973,54.288002014160156,51.656002044677734,36.204002380371094,34.54600143432617,57.38600158691406,52.9900016784668,54.12600326538086,49.548004150390625,41.384002685546875,37.5260009765625,23.1820011138916,19.150001525878906,11.226000785827637,8.892000198364258,4.254000186920166,3.434000253677368,3.5880000591278076,2.6740000247955322,1.1100000143051147,0.878000020980835,54.98600387573242,51.54600143432617,38.94000244140625,35.91800308227539,25.70600128173828,23.95400047302246,23.68600082397461,21.968000411987305,16.248001098632812,15.482000350952148,57.14200210571289,49.03400421142578,41.07400131225586,33.02799987792969,28.264001846313477,22.09800148010254,19.6460018157959,14.840001106262207,10.148000717163086,7.276000499725342,48.93600082397461,56.17400360107422,32.64800262451172,45.522003173828125,13.404000282287598,25.8960018157959,3.626000165939331,9.938000679016113,0.7800000309944153,2.2260000705718994,46.39800262451172,38.18000030517578,29.446001052856445,23.022001266479492,14.372000694274902,14.668000221252441,45.16800308227539,5.814000129699707,29.856000900268555,2.890000104904175,19.356000900268555,0.9580000638961792,6.13200044631958,0.5020000338554382,1.592000126838684,60.2400016784668,57.26000213623047,59.75400161743164,56.46800231933594,59.272003173828125,55.880001068115234,57.78600311279297,54.27000427246094,55.816001892089844,52.150001525878906,53.73800277709961,48.32200241088867,45.090003967285156,39.45000076293945,32.75,28.226001739501953,21.378000259399414,18.108001708984375,15.178000450134277,13.084000587463379,57.67000198364258,56.94400405883789,60.018001556396484,56.26400375366211,54.89800262451172,54.000003814697266,50.790000915527344,49.82400131225586,50.332000732421875,46.27800369262695,52.08000183105469,48.39200210571289,46.500003814697266,42.922000885009766,59.20000457763672,56.09400177001953,47.35000228881836,43.67400360107422,34.492000579833984,31.25200080871582,46.55600357055664,54.37800216674805,28.830001831054688,41.91400146484375,13.246000289916992,24.806001663208008,3.1540000438690186,8.404000282287598,1.124000072479248,3.698000192642212,46.50400161743164,47.51000213623047,34.86800003051758,31.976001739501953,31.174001693725586,28.422000885009766,19.452001571655273,16.828001022338867,18.154001235961914,16.43400001525879,60.47200393676758,58.858001708984375,54.5260009765625,51.82400131225586,53.43800354003906,46.50600051879883,30.176000595092773,30.440000534057617,24.840002059936523,22.652000427246094,50.27400207519531,55.900001525878906,41.66600036621094,50.980003356933594,18.82200050354004,31.062002182006836,10.972000122070312,20.112001419067383,5.8520002365112305,11.184000968933105,47.634002685546875,42.94000244140625,41.79600143432617,37.64400100708008,34.452003479003906,31.110000610351562,30.048002243041992,27.600000381469727,24.79800033569336,22.518001556396484,40.05666732788086,21.61370849609375,58.52119026149685,45.356176735798016,50.0099983215332,49.86000061035156,71.76000213623047,59.209999084472656,59.31999969482422,66.62999725341797,66.56999969482422,21.32980447229124,63.07999801635742,59.81999969482422,62.8599967956543,55.439998626708984,20.36400032043457,62.42400360107422,82.18000030517578,82.40999603271484,65.44000244140625,95.40972222222223,96.71861471861472,82.54400634765625,57.04433497536946,45.61576354679803
facebook_adv_trained_resnet152_baseline,51.12600326538086,3.7733333110809326,62.34400177001953,57.90200424194336,62.49400329589844,57.61000442504883,61.07200241088867,55.82400131225586,57.846004486083984,52.086002349853516,52.08000183105469,45.570003509521484,62.34400177001953,26.796001434326172,16.940000534057617,10.546000480651855,1.842000126838684,1.3480000495910645,0.35200002789497375,0.34800001978874207,0.3400000035762787,0.33800002932548523,62.34400177001953,34.24800109863281,30.2080020904541,27.394001007080078,19.55000114440918,17.832000732421875,13.390000343322754,12.134000778198242,9.15000057220459,8.26200008392334,62.279998779296875,47.2400016784668,33.07999801635742,30.316001892089844,54.939998626708984,50.268001556396484,52.71999740600586,48.05400085449219,44.119998931884766,39.64200210571289,62.34400177001953,14.166000366210938,8.510000228881836,5.458000183105469,2.2780001163482666,1.5540000200271606,1.9000000953674316,1.190000057220459,0.5100000500679016,0.3960000276565552,62.34400177001953,53.548004150390625,48.93600082397461,42.16400146484375,38.14800262451172,31.816001892089844,35.70000076293945,29.450000762939453,28.308000564575195,22.564001083374023,62.34400177001953,44.77800369262695,36.586002349853516,29.558000564575195,24.894001007080078,19.838001251220703,17.57400131225586,13.632000923156738,9.366000175476074,7.174000263214111,62.34400177001953,56.310001373291016,46.62600326538086,49.910003662109375,28.426000595092773,35.60200119018555,11.200000762939453,18.48000144958496,2.2300000190734863,5.164000034332275,42.358001708984375,34.63800048828125,27.39000129699707,21.62200164794922,13.784000396728516,62.34400177001953,46.35200119018555,19.786001205444336,35.30800247192383,13.072000503540039,26.446001052856445,4.644000053405762,11.384000778198242,1.3420000076293945,3.3600001335144043,62.34400177001953,55.12400436401367,59.176002502441406,54.5160026550293,58.64400100708008,53.90800094604492,57.53000259399414,52.72800064086914,56.08200454711914,51.25400161743164,62.34400177001953,44.16600036621094,41.29800033569336,35.57200241088867,30.680002212524414,25.904001235961914,21.02400016784668,17.788000106811523,15.724000930786133,13.598000526428223,62.34400177001953,53.858001708984375,57.506004333496094,53.03600311279297,49.73600387573242,50.24800109863281,45.428001403808594,46.0780029296875,46.134002685546875,42.99400329589844,62.34400177001953,48.522003173828125,51.540000915527344,44.76000213623047,61.48600387573242,56.57600402832031,54.842002868652344,49.108001708984375,44.14200210571289,38.62800216674805,62.34400177001953,55.00400161743164,42.746002197265625,46.59600067138672,27.46000099182129,33.89800262451172,10.152000427246094,16.124000549316406,4.220000267028809,7.8560004234313965,62.34400177001953,50.21600341796875,48.43400192260742,41.368003845214844,44.20000076293945,37.3640022277832,34.40800094604492,26.87200164794922,37.87200164794922,30.472002029418945,62.34400177001953,56.62200164794922,57.93000411987305,51.4160041809082,58.60200119018555,48.78000259399414,38.34600067138672,31.02800178527832,32.62200164794922,23.82400131225586,62.34400177001953,55.73200225830078,50.17400360107422,52.066001892089844,31.82600212097168,37.1140022277832,22.652000427246094,28.224000930786133,14.142000198364258,19.172000885009766,62.34400177001953,38.80000305175781,38.55600357055664,33.93000030517578,32.0620002746582,28.34200096130371,28.306001663208008,25.020000457763672,24.102001190185547,20.916000366210938,46.913333892822266,28.92963218688965,54.373309287646535,42.92155094679892,50.05999755859375,49.82999801635742,72.87999725341797,58.63999938964844,58.93000030517578,65.43999481201172,65.65999603271484,22.437074646213677,24.579999923706055,2.799999952316284,62.18000030517578,60.959999084472656,24.784000396728516,62.340003967285156,82.13999938964844,81.94999694824219,67.66400146484375,94.32638888888889,96.45021645021646,83.40800476074219,52.364532019704434,39.40886699507389
resnet50-smoothing_adversarial_DNN_2steps_eps_512_noise_0.50,42.98400115966797,2.253333330154419,62.439998626708984,60.47999954223633,59.119998931884766,57.119998931884766,53.89999771118164,52.21999740600586,46.15999984741211,43.29999923706055,36.040000915527344,33.459999084472656,62.63999938964844,20.939998626708984,8.739999771118164,8.220000267028809,2.1399998664855957,2.0799999237060547,0.41999998688697815,0.5,0.3199999928474426,0.3199999928474426,48.57999801635742,45.02000045776367,41.21999740600586,38.39999771118164,29.34000015258789,26.299999237060547,20.600000381469727,18.119998931884766,14.460000038146973,12.300000190734863,54.19999694824219,53.39999771118164,34.41999816894531,34.31999969482422,58.02000045776367,55.52000045776367,54.87999725341797,51.73999786376953,41.939998626708984,39.0,62.57999801635742,10.920000076293945,3.679999828338623,4.420000076293945,1.0399999618530273,1.2999999523162842,0.7199999690055847,0.85999995470047,0.2199999988079071,0.3400000035762787,62.55999755859375,49.68000030517578,38.119998931884766,35.13999938964844,27.239999771118164,24.51999855041504,24.639999389648438,22.68000030517578,18.299999237060547,17.35999870300293,62.39999771118164,54.279998779296875,47.279998779296875,40.37999725341797,35.619998931884766,29.0,27.139999389648438,20.68000030517578,15.039999961853027,10.679999351501465,62.47999954223633,60.5,61.3599967956543,59.619998931884766,57.5,55.459999084472656,42.5,42.34000015258789,16.459999084472656,17.0,51.52000045776367,44.439998626708984,35.099998474121094,28.099998474121094,18.739999771118164,62.439998626708984,60.52000045776367,60.65999984741211,58.65999984741211,57.73999786376953,55.31999969482422,39.21999740600586,38.119998931884766,16.279998779296875,16.399999618530273,62.41999816894531,60.29999923706055,61.39999771118164,59.81999969482422,61.29999923706055,59.619998931884766,60.34000015258789,58.099998474121094,58.959999084472656,55.86000061035156,55.619998931884766,52.13999938964844,47.97999954223633,43.619998931884766,36.380001068115234,32.0,24.85999870300293,21.239999771118164,18.440000534057617,16.059999465942383,62.459999084472656,58.84000015258789,60.439998626708984,58.099998474121094,56.119998931884766,56.21999740600586,52.57999801635742,52.63999938964844,53.0,49.439998626708984,62.68000030517578,49.15999984741211,45.20000076293945,42.47999954223633,56.55999755859375,55.91999816894531,41.18000030517578,38.73999786376953,28.420000076293945,26.579999923706055,62.3599967956543,60.779998779296875,61.3599967956543,59.599998474121094,56.939998626708984,55.099998474121094,37.34000015258789,37.540000915527344,21.020000457763672,21.19999885559082,48.91999816894531,49.52000045776367,35.39999771118164,33.39999771118164,25.51999855041504,24.399999618530273,12.279999732971191,11.979999542236328,14.420000076293945,14.319999694824219,62.71999740600586,60.2599983215332,56.57999801635742,53.779998779296875,58.279998779296875,48.7599983215332,37.7599983215332,34.540000915527344,28.219999313354492,23.34000015258789,62.619998931884766,61.02000045776367,61.63999938964844,60.55999755859375,58.3599967956543,56.2599983215332,50.63999938964844,49.47999954223633,39.119998931884766,38.52000045776367,62.55999755859375,46.91999816894531,44.52000045776367,41.63999938964844,36.040000915527344,34.39999771118164,32.119998931884766,30.760000228881836,26.299999237060547,25.119998931884766,35.47333526611328,18.91961097717285,55.99639314697926,43.91343552750225,49.27000045776367,49.05999755859375,73.5999984741211,58.369998931884766,58.56999969482422,66.02999877929688,66.20999908447266,21.081343847898886,62.250003814697266,62.230003356933594,62.23200225830078,50.29999923706055,17.152000427246094,62.21200180053711,81.16999816894531,82.27999877929688,65.552001953125,95.13194444444444,96.7878787878788,81.8080062866211,54.72906403940887,42.463054187192114
resnet50-vtab-semi-exemplar,54.85000228881836,1.5600000619888306,61.454002380371094,58.44600296020508,61.052001953125,57.88600158691406,60.53200149536133,56.99200439453125,59.80400466918945,55.82200241088867,58.672000885009766,54.04600143432617,59.2760009765625,54.12000274658203,57.62200164794922,51.1400032043457,54.272003173828125,44.790000915527344,43.5260009765625,27.148000717163086,25.738000869750977,8.480000495910645,42.314002990722656,39.42000198364258,33.788002014160156,31.84200096130371,19.9320011138916,18.422000885009766,11.704000473022461,10.51200008392334,6.564000129699707,5.954000473022461,51.11600112915039,50.59800338745117,29.76000213623047,29.656002044677734,40.66400146484375,40.320003509521484,27.2080020904541,28.466001510620117,6.956000328063965,8.97800064086914,53.560001373291016,48.426002502441406,49.262001037597656,42.96000289916992,41.742000579833984,34.066001892089844,36.47800064086914,28.07200050354004,23.812000274658203,15.748001098632812,50.41200256347656,48.470001220703125,35.62000274658203,34.6400032043457,26.178001403808594,25.50800132751465,23.742000579833984,23.374000549316406,19.00800132751465,18.648000717163086,54.88200378417969,49.730003356933594,39.96000289916992,35.15800094604492,25.796001434326172,22.312000274658203,15.438000679016113,13.076000213623047,5.3560004234313965,4.304000377655029,51.99800109863281,47.836002349853516,44.71600341796875,40.55000305175781,34.2660026550293,30.362001419067383,21.862001419067383,18.91400146484375,9.164000511169434,7.898000240325928,40.954002380371094,28.660001754760742,10.382000923156738,6.954000473022461,4.1620001792907715,39.44200134277344,35.544002532958984,34.858001708984375,29.98200225830078,29.874000549316406,25.542001724243164,18.09800148010254,15.566000938415527,8.360000610351562,7.0360002517700195,53.1140022277832,51.00200271606445,49.81800079345703,47.69200134277344,47.656002044677734,45.40800094604492,40.570003509521484,39.26000213623047,32.20000076293945,31.680002212524414,48.07400131225586,45.53000259399414,35.2400016784668,33.290000915527344,19.446001052856445,17.952001571655273,9.106000900268555,8.546000480651855,5.4800004959106445,5.368000030517578,53.564002990722656,52.93800354003906,51.820003509521484,49.704002380371094,39.31800079345703,41.66400146484375,27.25200080871582,31.244001388549805,24.91400146484375,24.93600082397461,60.900001525878906,57.62800216674805,59.55600357055664,55.8900032043457,60.788002014160156,57.340003967285156,58.858001708984375,53.798004150390625,56.656002044677734,50.45000076293945,51.07400131225586,47.05600357055664,42.24800109863281,38.62200164794922,32.544002532958984,28.60000228881836,18.05000114440918,15.480000495910645,9.844000816345215,8.834000587463379,37.61800003051758,39.470001220703125,28.66600227355957,23.87200164794922,28.73600196838379,25.57200050354004,21.010000228881836,18.18400001525879,21.86600112915039,16.852001190185547,57.05800247192383,56.496002197265625,45.65400314331055,43.91800308227539,42.19000244140625,34.3640022277832,22.642000198364258,24.650001525878906,16.79400062561035,16.45800018310547,53.204002380371094,49.5780029296875,48.794002532958984,45.00200271606445,35.4640007019043,31.7760009765625,28.328001022338867,24.576000213623047,20.12200164794922,17.38800048828125,30.22800064086914,34.28000259399414,22.132001876831055,25.038002014160156,17.736000061035156,19.32000160217285,13.314001083374023,14.848000526428223,11.690000534057617,11.266000747680664,,20.54078483581543,58.340847610459875,38.86384129846709,49.68000030517578,49.529998779296875,71.19999694824219,58.59000015258789,58.78999710083008,64.65999603271484,64.95999908447266,18.591336286053796,,,,,17.630001068115234,61.62200164794922,80.97000122070312,,61.61600112915039,96.54166666666667,97.17748917748918,82.09600067138672,54.5320197044335,36.108374384236456
resnet50_with_zoom_blur_aws,41.20800018310547,2.4666666984558105,61.25200271606445,62.836002349853516,56.33200454711914,59.49400329589844,50.62800216674805,54.262001037597656,43.034000396728516,46.788002014160156,33.768001556396484,37.694000244140625,61.25200271606445,49.96000289916992,44.14600372314453,40.88800048828125,34.3280029296875,27.128002166748047,19.214000701904297,9.814000129699707,8.886000633239746,2.6040000915527344,61.496002197265625,55.48600387573242,57.53000259399414,51.42000198364258,51.30600357055664,43.01000213623047,43.820003509521484,35.452003479003906,35.176002502441406,26.858001708984375,59.62600326538086,59.958003997802734,37.66800308227539,39.672000885009766,44.46200180053711,52.1660041809082,25.79800033569336,39.63800048828125,5.718000411987305,16.530000686645508,61.25200271606445,46.91200256347656,42.97200393676758,40.41800308227539,38.68800354003906,34.182003021240234,37.94200134277344,31.512001037597656,29.768001556396484,21.178001403808594,61.25200271606445,43.61000061035156,22.756000518798828,26.746002197265625,14.320000648498535,17.398000717163086,13.368000984191895,16.329999923706055,9.780000686645508,11.906000137329102,61.25200271606445,61.32600402832031,55.846004486083984,52.650001525878906,46.46600341796875,43.30600357055664,35.926002502441406,34.34800338745117,18.84800148010254,18.378000259399414,61.25200271606445,36.452003479003906,19.636001586914062,20.84200096130371,5.458000183105469,7.442000389099121,0.89000004529953,1.8560000658035278,0.23400001227855682,0.3660000264644623,46.69400405883789,37.768001556396484,22.91200065612793,19.36400032043457,15.586000442504883,61.25200271606445,18.398000717163086,8.858000755310059,8.964000701904297,3.434000253677368,4.706000328063965,0.4660000205039978,1.0840001106262207,0.19600000977516174,0.26600000262260437,61.25200271606445,47.85000228881836,38.66800308227539,40.01000213623047,32.45800018310547,34.332000732421875,17.288000106811523,19.810001373291016,7.260000228881836,9.004000663757324,67.36000061035156,63.74400329589844,65.79800415039062,60.72600173950195,60.97200393676758,54.33000183105469,52.820003509521484,44.10000228881836,44.96800231933594,35.570003509521484,61.25200271606445,51.82600402832031,50.12200164794922,47.48400115966797,22.272001266479492,31.61600112915039,14.136000633239746,19.736000061035156,11.69800090789795,13.02400016784668,61.25200271606445,51.952003479003906,42.84800338745117,44.96000289916992,54.23600387573242,57.7400016784668,33.96600341796875,38.3640022277832,20.880001068115234,24.286001205444336,61.25200271606445,33.1400032043457,15.898000717163086,17.128000259399414,4.5400004386901855,6.4760003089904785,0.5100000500679016,1.3060001134872437,0.2540000081062317,0.48000001907348633,30.772001266479492,41.13800048828125,19.516000747680664,22.226001739501953,19.89000129699707,24.330001831054688,10.42400074005127,14.562000274658203,8.134000778198242,10.40000057220459,61.25200271606445,61.21200180053711,39.702003479003906,46.86000061035156,32.454002380371094,33.086002349853516,10.754000663757324,22.09000015258789,6.860000133514404,12.762001037597656,61.25200271606445,37.038002014160156,26.636001586914062,27.494001388549805,8.064000129699707,9.584000587463379,3.3960001468658447,4.988000392913818,1.184000015258789,2.2080001831054688,61.25200271606445,65.21200561523438,71.34000396728516,63.756004333496094,70.97400665283203,62.94200134277344,70.49000549316406,61.80800247192383,70.07200622558594,61.12200164794922,23.023334503173828,9.935349464416504,61.04598737601443,41.38863841298467,49.80999755859375,49.40999984741211,73.36000061035156,57.82999801635742,58.6099967956543,64.43000030517578,65.4000015258789,24.74343739872529,25.910001754760742,8.818000793457031,9.120000839233398,8.188000679016113,11.322000503540039,61.25200271606445,81.68999481201172,82.73999786376953,65.24800109863281,95.63194444444446,96.5108225108225,82.46400451660156,54.43349753694581,37.093596059113295
resnet50-vtab-semi-rotation,42.89200210571289,1.693333387374878,59.842002868652344,57.160003662109375,57.204002380371094,54.362003326416016,52.954002380371094,49.96200180053711,46.970001220703125,43.454002380371094,38.986000061035156,34.95000076293945,49.61600112915039,44.4900016784668,42.426002502441406,36.3280029296875,30.25400161743164,22.73200035095215,11.998000144958496,7.012000560760498,3.642000198364258,1.814000129699707,41.20000076293945,38.284000396728516,32.470001220703125,30.02800178527832,19.878000259399414,17.654001235961914,12.368000984191895,10.890000343322754,7.90000057220459,6.814000129699707,51.512001037597656,50.3900032043457,32.78200149536133,31.39000129699707,38.92000198364258,37.96800231933594,26.514001846313477,27.256000518798828,8.532000541687012,9.534000396728516,44.15800094604492,39.354000091552734,37.23800277709961,31.772001266479492,28.82000160217285,22.674001693725586,23.48200035095215,17.532001495361328,12.302000999450684,7.904000282287598,43.660003662109375,41.63600158691406,26.240001678466797,25.178001403808594,16.784000396728516,15.906001091003418,15.054000854492188,14.640000343322754,10.858000755310059,10.350000381469727,54.10200119018555,49.06200408935547,38.88199996948242,33.5160026550293,24.722002029418945,20.79800033569336,14.960000991821289,13.116000175476074,6.03000020980835,5.5460004806518555,41.820003509521484,38.720001220703125,27.07600212097168,23.59800148010254,10.910000801086426,8.776000022888184,2.9080002307891846,2.376000165939331,0.6700000166893005,0.550000011920929,38.70000076293945,26.240001678466797,9.99000072479248,7.002000331878662,4.664000034332275,30.23600196838379,26.666000366210938,18.402000427246094,15.456000328063965,10.518000602722168,8.710000038146973,2.388000011444092,2.2220001220703125,0.5760000348091125,0.5460000038146973,50.89200210571289,48.97200393676758,46.820003509521484,45.150001525878906,43.98200225830078,42.0420036315918,33.336002349853516,31.86800193786621,19.474000930786133,18.742000579833984,47.750003814697266,44.932003021240234,36.134002685546875,33.2140007019043,21.71200180053711,19.554000854492188,11.714000701904297,10.288000106811523,7.766000270843506,6.830000400543213,51.980003356933594,52.130001068115234,52.108001708984375,49.63200378417969,35.038002014160156,40.112003326416016,19.488000869750977,25.086000442504883,17.636001586914062,16.777999877929688,51.53200149536133,48.16400146484375,44.480003356933594,41.426002502441406,55.7400016784668,52.8280029296875,41.38800048828125,37.65800094604492,29.494001388549805,26.658000946044922,40.51000213623047,37.22600173950195,24.536001205444336,20.944000244140625,11.098000526428223,8.586000442504883,2.444000005722046,2.0220000743865967,0.9420000314712524,0.9020000696182251,30.854001998901367,34.0,17.770000457763672,15.302000999450684,19.5,17.256000518798828,10.90000057220459,9.8100004196167,7.674000263214111,7.038000106811523,56.4900016784668,56.0160026550293,43.55600357055664,42.60200119018555,37.71200180053711,30.546001434326172,19.142000198364258,22.32200050354004,14.056000709533691,14.128000259399414,44.59800338745117,41.540000915527344,36.41200256347656,33.130001068115234,17.124000549316406,13.882000923156738,9.720000267028809,7.758000373840332,4.552000045776367,3.636000156402588,30.558000564575195,33.59400177001953,23.558000564575195,25.23600196838379,19.61400032043457,20.032001495361328,15.382000923156738,15.766000747680664,13.404000282287598,12.576000213623047,,12.7611083984375,57.79981965734896,38.14247069431921,49.07999801635742,48.80999755859375,72.4000015258789,57.32999801635742,57.57999801635742,64.62999725341797,64.94999694824219,24.06827265852868,,,,,11.17400074005127,60.92400360107422,80.40999603271484,,63.16800308227539,95.74305555555556,96.42424242424242,81.74400329589844,53.103448275862064,36.25615763546798
shufflenet_v2_x0_5,42.43400192260742,1.6666667461395264,59.178001403808594,55.8900032043457,56.21200180053711,52.858001708984375,51.552001953125,48.10200119018555,44.880001068115234,41.48800277709961,36.45600128173828,33.31800079345703,45.44400405883789,39.28000259399414,35.038002014160156,28.272001266479492,20.130001068115234,14.242000579833984,6.160000324249268,3.1640000343322754,1.5220000743865967,0.7780000567436218,41.75200271606445,36.4900016784668,32.814002990722656,28.00200080871582,19.392000198364258,15.708001136779785,11.168000221252441,8.822000503540039,6.522000312805176,4.76800012588501,52.262001037597656,49.000003814697266,32.552001953125,30.812002182006836,51.23600387573242,47.22800064086914,43.23200225830078,39.810001373291016,24.336000442504883,22.144001007080078,39.51000213623047,34.28000259399414,30.862001419067383,25.644001007080078,21.892000198364258,17.00400161743164,18.536001205444336,13.984000205993652,8.962000846862793,6.3460001945495605,39.29600143432617,37.064002990722656,21.02800178527832,19.71000099182129,11.998000144958496,11.54800033569336,10.792000770568848,10.374000549316406,7.510000228881836,7.078000545501709,55.112003326416016,47.69600296020508,39.284000396728516,31.604001998901367,24.812000274658203,18.54800033569336,15.226000785827637,10.758000373840332,5.696000099182129,3.3560001850128174,23.136001586914062,27.59200096130371,9.526000022888184,13.204000473022461,2.014000177383423,4.026000022888184,0.5220000147819519,1.0860000848770142,0.28200000524520874,0.3160000145435333,38.33000183105469,26.698001861572266,11.43600082397461,8.344000816345215,6.01800012588501,11.578001022338867,17.43000030517578,3.8560001850128174,6.598000526428223,1.5600000619888306,3.2260000705718994,0.42000001668930054,0.8260000348091125,0.2840000092983246,0.3100000023841858,47.250003814697266,46.25800323486328,40.022003173828125,41.130001068115234,34.486000061035156,37.272003173828125,20.172000885009766,25.802001953125,10.486000061035156,14.274001121520996,46.05600357055664,42.47800064086914,32.53000259399414,30.34200096130371,19.736000061035156,18.392000198364258,11.542000770568848,10.622000694274902,8.220000267028809,7.494000434875488,49.53200149536133,48.862003326416016,49.230003356933594,46.230003356933594,28.95600128173828,32.74400329589844,13.860000610351562,17.020000457763672,9.684000015258789,10.860000610351562,49.41800308227539,45.150001525878906,43.246002197265625,39.72800064086914,55.14600372314453,51.87000274658203,37.854000091552734,35.560001373291016,24.746000289916992,23.602001190185547,22.59200096130371,26.442001342773438,8.542000770568848,11.5260009765625,2.2960000038146973,4.276000022888184,0.5200000405311584,0.9940000176429749,0.32600000500679016,0.5080000162124634,26.172000885009766,31.240001678466797,14.370000839233398,13.294000625610352,17.268001556396484,16.77400016784668,10.0,10.044000625610352,6.112000465393066,6.216000080108643,55.57600402832031,54.6660041809082,41.650001525878906,39.18600082397461,35.22600173950195,27.38800048828125,17.792001724243164,22.066001892089844,12.758000373840332,14.406001091003418,30.530000686645508,33.36600112915039,21.144001007080078,24.41400146484375,5.842000484466553,8.442000389099121,2.680000066757202,4.462000370025635,1.1820000410079956,2.0820000171661377,60.552001953125,33.310001373291016,23.600000381469727,26.104001998901367,20.41400146484375,21.34600067138672,16.422000885009766,17.328001022338867,15.218000411987305,14.008000373840332,25.030000686645508,12.246261596679688,49.864743011722275,29.305680793507666,47.5099983215332,47.23999786376953,69.19999694824219,56.209999084472656,56.63999938964844,63.15999984741211,63.709999084472656,18.42389543048504,37.25800323486328,8.726000785827637,10.019999504089355,8.3100004196167,12.010000228881836,60.552001953125,79.4000015258789,80.8699951171875,61.776004791259766,94.22222222222221,95.80952380952381,80.96000671386719,45.1231527093596,27.241379310344826
resnet50_adv-train-free,43.78600311279297,1.7066667079925537,60.15200424194336,57.23600387573242,58.11600112915039,54.96400451660156,53.8280029296875,50.54600143432617,46.69000244140625,43.41600036621094,37.37200164794922,34.12600326538086,25.79800033569336,20.988000869750977,10.874000549316406,8.110000610351562,1.9040000438690186,1.5280001163482666,0.35600000619888306,0.34200000762939453,0.32600000500679016,0.31800001859664917,38.53600311279297,34.12200164794922,30.204002380371094,26.678001403808594,18.81599998474121,16.5,12.16200065612793,10.664000511169434,7.944000244140625,6.840000152587891,51.928001403808594,49.332000732421875,34.40800094604492,32.32200241088867,54.788002014160156,50.220001220703125,50.9160041809082,46.374000549316406,37.395999908447266,33.8380012512207,17.02400016784668,14.012001037597656,7.402000427246094,5.834000110626221,2.6120002269744873,2.1000001430511475,2.0180001258850098,1.6340000629425049,0.6440000534057617,0.5220000147819519,50.59600067138672,46.970001220703125,32.30000305175781,29.72800064086914,19.722000122070312,18.280000686645508,17.394001007080078,16.41400146484375,11.476000785827637,10.954000473022461,54.816001892089844,45.64400100708008,37.220001220703125,29.156002044677734,24.630001068115234,18.770000457763672,16.802000045776367,12.398000717163086,8.236000061035156,5.824000358581543,43.15800094604492,52.4640007019043,27.034000396728516,40.54600143432617,10.236000061035156,21.86800193786621,2.6700000762939453,8.088000297546387,0.6000000238418579,1.9340001344680786,42.97600173950195,34.59000015258789,25.560001373291016,19.68800163269043,12.038000106811523,15.312000274658203,40.75200271606445,6.562000274658203,25.806001663208008,3.2100000381469727,15.994000434875488,0.8540000319480896,5.01800012588501,0.37400001287460327,1.496000051498413,57.93400192260742,54.97600173950195,57.29600143432617,54.160003662109375,56.83000183105469,53.45600128173828,55.246002197265625,51.66200256347656,53.160003662109375,49.0260009765625,50.96800231933594,45.00400161743164,41.630001068115234,36.0,29.690000534057617,25.018001556396484,19.05000114440918,16.13800048828125,13.802000999450684,11.622000694274902,55.250003814697266,54.53600311279297,57.810001373291016,53.708003997802734,51.92400360107422,50.9640007019043,47.18400192260742,46.310001373291016,46.7660026550293,42.592002868652344,48.570003509521484,44.788002014160156,44.40800094604492,40.630001068115234,56.83400344848633,53.814002990722656,43.62200164794922,40.06800079345703,30.692001342773438,27.93800163269043,40.492000579833984,50.310001373291016,23.310001373291016,36.50400161743164,10.020000457763672,20.700000762939453,2.4100000858306885,6.982000350952148,0.956000030040741,3.254000186920166,41.02800369262695,42.91800308227539,29.09600067138672,26.82200050354004,25.4580020904541,23.400001525878906,14.768000602722168,13.194000244140625,13.628000259399414,12.710000991821289,58.272003173828125,56.53400421142578,50.88600158691406,48.298004150390625,49.67000198364258,42.0260009765625,28.86800193786621,29.07400131225586,22.796001434326172,21.240001678466797,44.730003356933594,52.40200424194336,35.30400085449219,46.31800079345703,14.666000366210938,25.82600212097168,8.472000122070312,16.552000045776367,4.4760003089904785,9.248000144958496,60.49200439453125,39.38800048828125,38.04800033569336,33.974002838134766,30.772001266479492,27.522001266479492,26.82600212097168,24.112001419067383,21.900001525878906,19.652000427246094,36.7400016784668,20.04952049255371,55.906221821460775,42.74120829576194,47.779998779296875,47.41999816894531,71.1199951171875,56.54999923706055,56.90999984741211,64.0,64.4000015258789,20.487198876525873,60.23800277709961,56.55999755859375,59.85600280761719,53.038002014160156,17.378000259399414,60.49200439453125,79.94999694824219,80.79999542236328,63.82400131225586,94.77777777777779,96.43290043290044,81.29600524902344,54.778325123152705,42.66009852216749
resnet50-smoothing_adversarial_PGD_1step_eps_512_noise_0.25,42.11000061035156,2.1733334064483643,61.03999710083008,58.73999786376953,57.47999954223633,55.84000015258789,51.959999084472656,50.13999938964844,43.939998626708984,41.5,33.36000061035156,30.85999870300293,60.91999816894531,17.579999923706055,6.460000038146973,6.199999809265137,1.4800000190734863,1.3399999141693115,0.3799999952316284,0.41999998688697815,0.4399999976158142,0.41999998688697815,46.099998474121094,42.05999755859375,39.13999938964844,35.84000015258789,26.599998474121094,24.059999465942383,18.68000030517578,16.639999389648438,13.0,11.460000038146973,53.099998474121094,51.71999740600586,33.41999816894531,33.380001068115234,57.21999740600586,54.2599983215332,53.939998626708984,51.119998931884766,42.47999954223633,39.65999984741211,61.0,9.119999885559082,2.9800000190734863,3.3999998569488525,0.7400000095367432,1.1200000047683716,0.5799999833106995,0.7400000095367432,0.17999999225139618,0.29999998211860657,61.02000045776367,47.18000030517578,36.040000915527344,31.619998931884766,23.399999618530273,20.979999542236328,21.31999969482422,19.31999969482422,14.479999542236328,13.079999923706055,61.119998931884766,51.05999755859375,45.099998474121094,38.119998931884766,33.23999786376953,26.31999969482422,24.439998626708984,18.959999084472656,13.479999542236328,10.239999771118164,61.03999710083008,59.05999755859375,59.7599983215332,58.099998474121094,53.89999771118164,52.02000045776367,36.880001068115234,36.65999984741211,12.559999465942383,12.039999961853027,48.91999816894531,41.41999816894531,33.15999984741211,26.239999771118164,17.619998931884766,61.0,58.939998626708984,58.279998779296875,56.68000030517578,53.63999938964844,51.65999984741211,33.459999084472656,32.70000076293945,12.25999927520752,11.219999313354492,61.13999938964844,58.81999969482422,59.73999786376953,57.959999084472656,59.439998626708984,57.599998474121094,58.959999084472656,56.939998626708984,57.459999084472656,54.69999694824219,53.69999694824219,50.52000045776367,45.47999954223633,41.36000061035156,34.20000076293945,31.15999984741211,23.439998626708984,20.979999542236328,17.779998779296875,15.75999927520752,60.91999816894531,57.29999923706055,59.19999694824219,56.57999801635742,53.69999694824219,53.86000061035156,50.53999710083008,50.37999725341797,51.55999755859375,48.20000076293945,61.0,47.439998626708984,44.31999969482422,41.55999755859375,55.31999969482422,53.36000061035156,37.939998626708984,36.21999740600586,25.739999771118164,23.84000015258789,60.939998626708984,59.19999694824219,58.8599967956543,57.71999740600586,52.279998779296875,51.31999969482422,31.8799991607666,31.0,16.19999885559082,15.539999961853027,47.119998931884766,48.81999969482422,33.459999084472656,31.3799991607666,24.84000015258789,24.719999313354492,11.84000015258789,12.079999923706055,12.59999942779541,12.819999694824219,61.05999755859375,59.21999740600586,55.279998779296875,53.21999740600586,56.459999084472656,48.39999771118164,36.2599983215332,33.040000915527344,26.760000228881836,22.65999984741211,61.03999710083008,59.23999786376953,60.13999938964844,58.91999816894531,53.959999084472656,53.459999084472656,46.099998474121094,45.68000030517578,33.21999740600586,32.380001068115234,60.91999816894531,45.21999740600586,42.41999816894531,40.47999954223633,35.36000061035156,33.939998626708984,31.099998474121094,30.17999839782715,26.03999900817871,25.059999465942383,35.15999984741211,18.03533172607422,53.9224526600541,42.56086564472498,47.209999084472656,46.96999740600586,69.5999984741211,56.28999710083008,56.86000061035156,63.62999725341797,63.98999786376953,18.991033812250187,60.51000213623047,60.320003509521484,60.33200454711914,52.81999969482422,16.45600128173828,60.48600387573242,79.36000061035156,80.30999755859375,63.90400314331055,93.9375,96.14718614718615,80.59200286865234,54.187192118226605,42.95566502463054
resnet50_trained_on_SIN,50.01400375366211,2.3600001335144043,59.454002380371094,58.8280029296875,57.816001892089844,57.3180046081543,56.04600143432617,55.35000228881836,53.72600173950195,52.724002838134766,50.874000549316406,49.64400100708008,56.728004455566406,55.618003845214844,54.590003967285156,53.35600280761719,51.21600341796875,49.336002349853516,43.46000289916992,38.91800308227539,32.470001220703125,23.25400161743164,40.492000579833984,37.63199996948242,31.55000114440918,30.48000144958496,22.878000259399414,23.416000366210938,16.398000717163086,17.5,11.422000885009766,12.398000717163086,52.95000076293945,52.802001953125,34.77400207519531,35.0620002746582,56.33400344848633,54.6660041809082,52.6400032043457,51.130001068115234,38.72200012207031,37.29600143432617,54.03600311279297,53.33400344848633,51.53400421142578,50.8900032043457,47.082000732421875,46.54800033569336,44.470001220703125,43.624000549316406,37.85000228881836,35.570003509521484,49.926002502441406,49.592002868652344,39.570003509521484,39.974002838134766,32.80800247192383,33.454002380371094,31.248001098632812,32.05400085449219,27.190000534057617,28.380001068115234,57.09800338745117,51.56800079345703,36.922000885009766,32.064002990722656,19.2760009765625,20.57400131225586,12.302000999450684,15.190000534057617,6.01200008392334,8.248000144958496,51.88600158691406,49.95000076293945,46.82200241088867,43.46000289916992,39.810001373291016,36.00600051879883,30.91400146484375,27.680002212524414,19.79800033569336,18.032001495361328,47.2140007019043,37.19600296020508,23.07000160217285,18.918001174926758,13.622000694274902,45.84400177001953,43.03600311279297,39.75200271606445,36.94200134277344,35.02400207519531,33.03200149536133,26.880001068115234,25.442001342773438,18.918001174926758,18.50200080871582,55.53400421142578,53.512001037597656,51.94000244140625,49.316001892089844,49.19600296020508,46.160003662109375,40.84000015258789,36.94200134277344,31.566001892089844,27.39200210571289,51.33000183105469,49.36000061035156,44.2920036315918,42.47200012207031,36.0,33.98200225830078,27.500001907348633,25.408000946044922,22.32200050354004,20.446001052856445,55.3380012512207,56.676002502441406,57.4900016784668,56.05000305175781,42.564002990722656,48.544002532958984,33.91800308227539,39.44000244140625,35.36600112915039,34.50800323486328,58.52800369262695,57.790000915527344,55.39800262451172,54.69200134277344,58.14800262451172,57.592002868652344,51.250003814697266,49.678001403808594,39.17000198364258,37.24400329589844,50.25600051879883,46.582000732421875,44.044002532958984,39.09800338745117,37.35600280761719,32.858001708984375,27.34600067138672,24.09400177001953,20.21000099182129,18.006000518798828,45.05000305175781,47.10400390625,38.34600067138672,36.68600082397461,38.018001556396484,37.992000579833984,31.810001373291016,31.038002014160156,30.360000610351562,30.192001342773438,58.23800277709961,58.220001220703125,52.746002197265625,51.768001556396484,49.98200225830078,45.7920036315918,33.172000885009766,34.79800033569336,26.80000114440918,25.780000686645508,48.720001220703125,44.63200378417969,43.566001892089844,38.2660026550293,32.05400085449219,26.8700008392334,26.080001831054688,22.130001068115234,20.266000747680664,17.494001388549805,60.18400192260742,37.18400192260742,24.838001251220703,30.064001083374023,24.650001525878906,28.520000457763672,19.314001083374023,22.942001342773438,18.618000030517578,18.472000122070312,40.083335876464844,30.055612564086914,58.52119026149685,39.13435527502254,48.88999938964844,48.55999755859375,71.91999816894531,57.2599983215332,57.439998626708984,64.18999481201172,64.5,21.340607108134385,44.63800048828125,10.960000038146973,12.848000526428223,8.564000129699707,54.99800109863281,60.18400192260742,79.9000015258789,80.87999725341797,61.90400314331055,95.61111111111111,96.45887445887446,80.97600555419922,54.039408866995075,37.19211822660098
resnet50_clip_zeroshot,50.55600357055664,22.80000114440918,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,60.46000289916992,35.37699890136719,75.56357078449054,53.9224526600541,52.59000015258789,52.529998779296875,79.19999694824219,59.62999725341797,59.5099983215332,65.0199966430664,64.95999908447266,40.28302905909042,,,,,12.722001075744629,59.80800247192383,84.75,85.75999450683594,66.8479995727539,97.22222222222221,98.37229437229438,83.07200622558594,63.99014778325123,49.40886699507389
squeezenet1_1,40.75200271606445,1.1200000047683716,56.76000213623047,53.138004302978516,53.10200119018555,49.31200408935547,47.59400177001953,43.66600036621094,39.83400344848633,36.12600326538086,30.632001876831055,27.48000144958496,40.97200012207031,34.86800003051758,30.012001037597656,23.714000701904297,16.21000099182129,11.338000297546387,4.984000205993652,2.950000047683716,1.5100001096725464,1.0,36.23400115966797,31.148000717163086,27.166000366210938,23.312000274658203,15.574000358581543,12.664000511169434,9.192000389099121,7.426000118255615,6.044000148773193,4.962000370025635,49.762001037597656,45.50400161743164,30.26000213623047,27.420001983642578,36.448001861572266,35.108001708984375,24.078001022338867,25.11800193786621,10.112000465393066,10.896000862121582,38.694000244140625,32.8640022277832,30.762001037597656,24.71000099182129,22.796001434326172,17.04400062561035,19.338001251220703,13.986001014709473,9.628000259399414,6.294000148773193,36.13600158691406,34.086002349853516,17.476001739501953,16.554000854492188,9.330000877380371,8.824000358581543,8.058000564575195,7.782000541687012,5.200000286102295,5.004000186920166,51.41800308227539,42.75800323486328,33.736000061035156,26.624000549316406,20.09600067138672,15.342000961303711,12.416000366210938,8.92400074005127,5.404000282287598,3.690000057220459,18.326000213623047,24.68800163269043,6.076000213623047,9.738000869750977,1.4280000925064087,2.5240001678466797,0.48000001907348633,0.8160000443458557,0.2540000081062317,0.3620000183582306,32.552001953125,21.110000610351562,7.956000328063965,5.784000396728516,4.314000129699707,6.054000377655029,12.34000015258789,2.430000066757202,4.6579999923706055,1.2580000162124634,2.2960000038146973,0.47600001096725464,0.7700000405311584,0.24000000953674316,0.3360000252723694,38.34000015258789,41.78200149536133,26.584001541137695,34.814002990722656,19.632001876831055,29.750001907348633,8.855999946594238,16.25200080871582,4.182000160217285,7.680000305175781,42.68600082397461,39.676002502441406,29.886001586914062,28.134000778198242,17.09600067138672,15.828001022338867,9.116000175476074,8.498000144958496,6.11400032043457,5.844000339508057,43.81800079345703,44.724002838134766,37.544002532958984,39.802001953125,17.0939998626709,25.47800064086914,8.768000602722168,11.678000450134277,6.522000312805176,7.5400004386901855,46.262001037597656,42.03000259399414,40.84600067138672,36.400001525878906,51.948001861572266,48.34800338745117,35.43400192260742,31.906002044677734,24.07400131225586,21.678001403808594,18.282001495361328,23.448001861572266,5.866000175476074,9.214000701904297,1.7920000553131104,3.0940001010894775,0.6340000033378601,1.0040000677108765,0.3960000276565552,0.5580000281333923,23.564001083374023,26.714000701904297,13.192000389099121,11.052000999450684,14.540000915527344,12.954000473022461,8.220000267028809,7.500000476837158,5.0400004386901855,4.824000358581543,51.832000732421875,51.60400390625,36.79600143432617,35.7140007019043,29.724000930786133,23.726001739501953,11.380000114440918,15.36400032043457,7.714000225067139,8.758000373840332,26.100000381469727,29.994001388549805,16.63800048828125,21.268001556396484,4.228000164031982,6.692000389099121,2.188000202178955,3.6000001430511475,1.1100000143051147,1.852000117301941,58.178001403808594,31.406002044677734,23.308000564575195,24.110000610351562,18.71000099182129,18.66200065612793,14.78600025177002,15.118000984191895,12.878000259399414,11.788000106811523,22.810001373291016,11.580105781555176,49.77457168620379,31.65013525698828,45.32999801635742,45.369998931884766,68.55999755859375,53.72999954223633,54.38999938964844,61.05999755859375,61.68000030517578,16.949335637895647,40.31999969482422,7.739999771118164,9.34000015258789,6.910000324249268,9.160000801086426,58.178001403808594,77.5,79.0199966430664,58.30400466918945,94.29166666666666,95.85281385281385,79.29600524902344,48.57142857142857,31.330049261083744
squeezenet1_0,36.8120002746582,1.3200000524520874,56.94200134277344,53.268001556396484,53.362003326416016,49.60400390625,47.80400085449219,44.108001708984375,40.452003479003906,36.5160026550293,31.310001373291016,27.774002075195312,41.24400329589844,35.5,30.18600082397461,24.50200080871582,16.34800148010254,11.968000411987305,5.014000415802002,3.1440000534057617,1.5420000553131104,0.9540000557899475,35.15800094604492,28.930002212524414,25.73600196838379,20.922000885009766,14.234000205993652,11.462000846862793,8.51200008392334,6.924000263214111,5.334000110626221,4.216000080108643,50.37000274658203,45.858001708984375,30.024002075195312,27.356000900268555,32.84400177001953,31.500001907348633,20.494001388549805,21.132001876831055,8.00200080871582,8.458000183105469,37.99800109863281,32.794002532958984,29.904001235961914,24.520000457763672,21.674001693725586,16.39000129699707,18.266000747680664,13.020000457763672,9.144000053405762,5.494000434875488,35.570003509521484,33.23200225830078,16.810001373291016,15.492000579833984,9.154000282287598,8.096000671386719,8.044000625610352,7.248000144958496,5.156000137329102,4.6060004234313965,52.0260009765625,42.332000732421875,32.784000396728516,23.948001861572266,18.618000030517578,13.470000267028809,11.390000343322754,8.144000053405762,4.872000217437744,3.0460002422332764,25.672000885009766,24.37200164794922,10.598000526428223,9.5600004196167,2.7840001583099365,2.3620002269744873,0.8820000290870667,0.8140000104904175,0.4480000138282776,0.39400002360343933,30.222002029418945,18.766000747680664,7.324000358581543,5.374000072479248,3.806000232696533,16.714000701904297,16.43800163269043,6.704000473022461,6.682000160217285,3.0860002040863037,2.9660000801086426,0.8100000619888306,0.7740000486373901,0.4480000138282776,0.3800000250339508,45.926002502441406,42.80000305175781,40.15800094604492,36.94600296020508,35.182003021240234,32.31999969482422,22.038000106811523,20.010000228881836,10.5600004196167,9.770000457763672,39.410003662109375,35.52799987792969,24.84600067138672,23.020000457763672,13.202000617980957,12.410000801086426,7.116000175476074,6.7300004959106445,4.998000144958496,4.720000267028809,43.23400115966797,43.71200180053711,40.10600280761719,39.53000259399414,14.504000663757324,20.34800148010254,7.000000476837158,8.846000671386719,6.646000385284424,5.760000228881836,45.77800369262695,41.55600357055664,37.79800033569336,33.91200256347656,52.37200164794922,48.38800048828125,34.97200012207031,31.532001495361328,23.950000762939453,21.634000778198242,24.924001693725586,23.634000778198242,10.152000427246094,9.315999984741211,3.2980000972747803,3.062000036239624,0.9820000529289246,0.984000027179718,0.6140000224113464,0.6320000290870667,22.588001251220703,26.2760009765625,12.516000747680664,10.304000854492188,13.658000946044922,12.006000518798828,7.678000450134277,6.520000457763672,4.754000186920166,3.7980000972747803,51.83000183105469,51.496002197265625,36.55800247192383,34.432003021240234,30.720001220703125,23.57400131225586,13.434000968933105,16.078001022338867,8.870000839233398,8.7160005569458,32.810001373291016,30.89000129699707,23.352001190185547,22.038000106811523,7.824000358581543,7.336000442504883,3.9840002059936523,3.7960002422332764,1.9060001373291016,1.940000057220459,58.092002868652344,29.808000564575195,22.52800178527832,22.874000549316406,17.926000595092773,17.82200050354004,14.350000381469727,14.452000617980957,12.546000480651855,11.442000389099121,22.579999923706055,10.872684478759766,50.49594229035167,31.920649233543735,44.97999954223633,44.90999984741211,67.5199966430664,53.12999725341797,53.38999938964844,60.3599967956543,60.709999084472656,16.387598574052067,44.86000061035156,9.319999694824219,10.920000076293945,7.130000114440918,7.452000141143799,58.092002868652344,77.25999450683594,78.75999450683594,58.80000305175781,93.9375,95.73160173160173,79.24800109863281,51.13300492610837,33.10344827586207
resnet50_l2_eps3_robust,41.29800033569336,1.6399999856948853,57.686004638671875,55.406002044677734,55.71200180053711,53.21200180053711,52.18000411987305,49.172000885009766,46.204002380371094,42.59400177001953,37.702003479003906,33.89200210571289,28.12200164794922,24.402000427246094,13.040000915527344,10.534000396728516,2.8460001945495605,2.2700002193450928,0.5740000009536743,0.5440000295639038,0.4240000247955322,0.4220000207424164,41.11000061035156,38.09600067138672,34.586002349853516,32.09800338745117,25.016000747680664,22.892000198364258,18.32000160217285,16.52400016784668,13.16200065612793,11.476000785827637,49.66200256347656,48.22200393676758,32.34400177001953,31.73400115966797,52.87400436401367,49.75400161743164,50.14800262451172,46.75400161743164,40.58000183105469,37.60600280761719,16.79400062561035,14.910000801086426,7.4120001792907715,6.576000213623047,2.5840001106262207,2.3400001525878906,1.968000054359436,1.7340000867843628,0.6420000195503235,0.5980000495910645,49.72200393676758,46.512001037597656,34.32400131225586,30.98400115966797,22.552001953125,20.172000885009766,20.268001556396484,18.46200180053711,14.206000328063965,13.008000373840332,53.01000213623047,46.704002380371094,39.98400115966797,34.11800003051758,30.05000114440918,25.066001892089844,23.142000198364258,18.510000228881836,13.5600004196167,10.0600004196167,52.02400207519531,51.5780029296875,42.79800033569336,42.54600143432617,27.674001693725586,26.924001693725586,12.0600004196167,12.15000057220459,2.6760001182556152,3.2260000705718994,44.470001220703125,38.064002990722656,30.84800148010254,25.384000778198242,17.332000732421875,47.052001953125,47.28000259399414,35.380001068115234,34.810001373291016,25.86800193786621,24.816001892089844,9.570000648498535,9.646000862121582,2.3480000495910645,2.812000036239624,56.03600311279297,53.56200408935547,55.310001373291016,52.75200271606445,54.816001892089844,52.10400390625,53.58000183105469,50.298004150390625,51.58000183105469,48.044002532958984,49.84600067138672,46.13800048828125,42.78000259399414,39.038002014160156,33.130001068115234,29.95400047302246,23.416000366210938,20.79400062561035,17.878000259399414,15.60400104522705,53.26400375366211,53.27000427246094,55.50400161743164,52.566001892089844,50.868003845214844,50.380001068115234,48.13200378417969,47.268001556396484,48.08400344848633,44.91200256347656,47.302001953125,44.320003509521484,41.952003479003906,38.70000076293945,53.88200378417969,51.590003967285156,40.884002685546875,38.012001037597656,28.488000869750977,26.272001266479492,50.922000885009766,50.43000411987305,40.75200271606445,39.98200225830078,27.306001663208008,26.424001693725586,10.734000205993652,11.25200080871582,4.588000297546387,5.420000076293945,43.87600326538086,44.37000274658203,31.248001098632812,27.952001571655273,26.514001846313477,24.198001861572266,15.15000057220459,13.13800048828125,14.672000885009766,12.88800048828125,56.910003662109375,55.204002380371094,51.522003173828125,48.954002380371094,50.38600158691406,42.7140007019043,31.968002319335938,28.768001556396484,24.82200050354004,19.918001174926758,52.96200180053711,52.040000915527344,48.46200180053711,47.784000396728516,32.43000030517578,31.720001220703125,23.046001434326172,22.668001174926758,13.86400032043457,14.054000854492188,44.302001953125,41.694000244140625,39.44600296020508,37.160003662109375,33.28000259399414,31.580001831054688,29.516000747680664,28.3960018157959,24.784000396728516,23.720001220703125,36.19000244140625,19.39515495300293,53.38142470694319,42.470694319206494,45.54999923706055,45.31999969482422,68.47999572753906,53.98999786376953,54.279998779296875,61.27000045776367,61.529998779296875,17.40844766122934,58.21999740600586,57.7599983215332,57.91999816894531,51.099998474121094,16.63800048828125,57.900001525878906,78.08999633789062,78.5199966430664,61.36000442504883,93.88194444444444,95.9047619047619,79.3280029296875,55.073891625615765,43.84236453201971
alexnet_lpf2,34.42000198364258,1.5199999809265137,55.954002380371094,52.80400085449219,52.68600082397461,49.268001556396484,47.332000732421875,43.814002990722656,39.39600372314453,35.230003356933594,29.07200050354004,25.416000366210938,38.33400344848633,32.9900016784668,26.184001922607422,21.6200008392334,12.348000526428223,9.473999977111816,2.946000099182129,2.1060001850128174,0.8540000319480896,0.6980000138282776,36.07200241088867,31.080001831054688,27.66200065612793,23.168001174926758,16.032001495361328,12.644001007080078,9.50200080871582,7.304000377655029,5.816000461578369,4.460000038146973,48.96200180053711,45.25800323486328,30.860000610351562,28.9580020904541,46.202003479003906,41.35000228881836,37.880001068115234,33.84800338745117,21.23200035095215,18.884000778198242,34.772003173828125,30.51000213623047,25.856000900268555,22.222000122070312,17.558000564575195,14.140000343322754,14.856000900268555,11.792000770568848,6.76800012588501,5.2900004386901855,39.88200378417969,37.16800308227539,21.790000915527344,20.29400062561035,12.702000617980957,11.532000541687012,11.336000442504883,10.462000846862793,7.706000328063965,6.994000434875488,50.124000549316406,41.70600128173828,33.842002868652344,26.13800048828125,20.80000114440918,14.682001113891602,12.542000770568848,8.390000343322754,5.350000381469727,3.5420000553131104,35.902000427246094,33.02799987792969,21.332000732421875,18.16400146484375,8.22800064086914,6.392000198364258,2.2200000286102295,1.9500000476837158,0.46800002455711365,0.5440000295639038,34.79199981689453,24.25800132751465,11.592000961303711,8.394000053405762,6.112000465393066,26.02800178527832,22.98000144958496,13.246000289916992,10.224000930786133,6.742000102996826,5.410000324249268,1.568000078201294,1.4440001249313354,0.4000000059604645,0.4620000123977661,50.33000183105469,44.73800277709961,47.22200393676758,41.444000244140625,44.836002349853516,39.12600326538086,37.00600051879883,32.0160026550293,27.23200035095215,23.202001571655273,42.880001068115234,38.75600051879883,31.274002075195312,28.180002212524414,19.010000228881836,17.57000160217285,11.080000877380371,10.244000434875488,7.964000225067139,7.3520002365112305,45.41800308227539,48.07400131225586,47.85000228881836,45.68000030517578,25.362001419067383,34.30800247192383,14.022000312805176,17.282001495361328,11.084000587463379,9.218000411987305,41.802001953125,38.2920036315918,35.052001953125,31.998001098632812,49.50200271606445,46.560001373291016,30.25400161743164,27.46200180053711,18.43600082397461,16.742000579833984,33.698001861572266,30.516000747680664,18.71000099182129,15.41200065612793,8.038000106811523,6.326000213623047,2.116000175476074,1.874000072479248,0.9340000152587891,0.9280000329017639,26.22800064086914,27.832000732421875,15.606000900268555,12.724000930786133,15.852001190185547,13.922000885009766,9.696000099182129,8.0,6.750000476837158,5.7960004806518555,52.750003814697266,51.47200393676758,38.64800262451172,36.51000213623047,33.22600173950195,24.250001907348633,16.131999969482422,16.968000411987305,11.146000862121582,10.586000442504883,38.25,35.38600158691406,29.52800178527832,26.314001083374023,11.824000358581543,9.76400089263916,6.332000255584717,5.460000038146973,3.2340002059936523,2.7920000553131104,57.23200225830078,31.016000747680664,23.392000198364258,24.838001251220703,19.280000686645508,20.902000427246094,15.908000946044922,17.30000114440918,13.904000282287598,13.962000846862793,22.08333396911621,10.465916633605957,49.59422903516681,35.07664562669071,44.22999954223633,43.98999786376953,66.95999908447266,51.94999694824219,52.0,58.82999801635742,58.97999954223633,14.270281948795507,53.94000244140625,26.264001846313477,28.838001251220703,7.308000564575195,7.802000522613525,57.23200225830078,76.98999786376953,77.8499984741211,57.31200408935547,93.73611111111111,95.4891774891775,79.0560073852539,46.502463054187196,31.576354679802954
alexnet_lpf3,34.41400146484375,1.693333387374878,55.75800323486328,52.316001892089844,52.52000427246094,48.57200241088867,47.24800109863281,43.2140007019043,39.44200134277344,35.13800048828125,29.23200225830078,25.434001922607422,38.522003173828125,33.84600067138672,27.016000747680664,22.57000160217285,12.946001052856445,9.930000305175781,2.9120001792907715,2.1060001850128174,0.9000000357627869,0.7200000286102295,36.022003173828125,31.084001541137695,27.64200210571289,23.43800163269043,16.211999893188477,12.802000999450684,9.550000190734863,6.742000102996826,5.836000442504883,3.756000280380249,49.172000885009766,45.40400314331055,31.4580020904541,29.4320011138916,46.66200256347656,41.73600387573242,38.69000244140625,34.16800308227539,21.040000915527344,18.868000030517578,34.91200256347656,31.23600196838379,26.444002151489258,23.21200180053711,18.192001342773438,15.19800090789795,15.160000801086426,12.460000991821289,6.952000141143799,5.594000339508057,39.37200164794922,37.422000885009766,21.45800018310547,20.46200180053711,12.278000831604004,11.844000816345215,11.01400089263916,10.690000534057617,7.53000020980835,7.100000381469727,50.41400146484375,42.37800216674805,33.7400016784668,26.224000930786133,20.57200050354004,14.850000381469727,12.554000854492188,7.908000469207764,5.1620001792907715,2.6700000762939453,37.15400314331055,34.194000244140625,22.272001266479492,19.12200164794922,8.472000122070312,6.9800004959106445,2.3320000171661377,2.254000186920166,0.5980000495910645,0.6420000195503235,34.842002868652344,24.128000259399414,11.60200023651123,8.616000175476074,6.310000419616699,27.32200050354004,24.36800193786621,13.7160005569458,11.098000526428223,6.9200005531311035,5.694000244140625,1.5740001201629639,1.6500000953674316,0.527999997138977,0.5200000405311584,50.46600341796875,45.02400207519531,47.40400314331055,41.7920036315918,45.25200271606445,39.15400314331055,37.92400360107422,32.53200149536133,28.634000778198242,23.726001739501953,43.40800094604492,39.35000228881836,31.57000160217285,28.608001708984375,19.910001754760742,18.040000915527344,11.88800048828125,10.780000686645508,8.518000602722168,7.63200044631958,45.952003479003906,48.35400390625,48.57600402832031,46.560001373291016,23.010000228881836,34.15999984741211,12.832000732421875,17.246000289916992,12.944000244140625,9.75200080871582,42.17000198364258,38.570003509521484,35.40400314331055,32.27799987792969,49.204002380371094,46.12200164794922,30.26000213623047,27.57600212097168,18.310001373291016,16.782001495361328,34.90800094604492,31.50400161743164,19.486000061035156,15.976000785827637,8.294000625610352,6.640000343322754,2.2280001640319824,1.9620001316070557,0.984000027179718,0.9540000557899475,27.270000457763672,28.514001846313477,17.00800132751465,13.334000587463379,16.700000762939453,14.452000617980957,10.460000038146973,8.624000549316406,7.1660003662109375,6.078000068664551,52.53400421142578,51.2760009765625,38.86800003051758,36.108001708984375,33.652000427246094,24.09200096130371,16.579999923706055,16.326000213623047,11.330000877380371,9.922000885009766,39.43600082397461,36.21000289916992,30.538002014160156,27.400001525878906,12.032000541687012,9.94800090789795,6.668000221252441,5.5420002937316895,3.302000045776367,2.864000082015991,56.89400100708008,30.96000099182129,23.060001373291016,24.34800148010254,19.112001419067383,20.560001373291016,15.700000762939453,17.136001586914062,13.494000434875488,13.818000793457031,21.700000762939453,10.538623809814453,49.6844003606853,34.71596032461677,43.869998931884766,43.64999771118164,68.87999725341797,51.48999786376953,51.68000030517578,58.41999816894531,58.77000045776367,14.189262179971912,54.53600311279297,28.930002212524414,31.50200080871582,7.710000514984131,7.944000244140625,56.89400100708008,76.6199951171875,77.63999938964844,56.544002532958984,93.79166666666666,95.74891774891775,78.4320068359375,45.812807881773395,31.822660098522164
alexnet_lpf5,34.220001220703125,1.6666667461395264,55.16800308227539,51.82400131225586,51.87400436401367,48.410003662109375,46.57400131225586,43.038002014160156,39.156002044677734,34.85000228881836,29.180002212524414,25.25800132751465,36.5260009765625,32.262001037597656,24.558000564575195,20.654001235961914,11.09000015258789,8.516000747680664,2.5260000228881836,1.8440001010894775,0.8180000185966492,0.6060000061988831,34.95800018310547,30.994001388549805,27.09800148010254,23.860000610351562,16.37200164794922,13.304000854492188,9.296000480651855,7.116000175476074,5.420000076293945,4.026000022888184,48.51400375366211,44.92400360107422,31.066001892089844,29.07600212097168,46.00800323486328,41.41200256347656,38.04800033569336,34.1140022277832,21.266000747680664,19.1200008392334,32.996002197265625,29.450000762939453,24.06800079345703,20.990001678466797,15.93600082397461,13.244000434875488,13.398000717163086,11.068000793457031,5.87600040435791,4.822000026702881,39.80400085449219,37.43400192260742,22.31800079345703,21.106000900268555,13.29800033569336,12.386000633239746,12.24000072479248,11.206000328063965,8.01200008392334,7.560000419616699,50.19600296020508,41.92400360107422,32.788002014160156,26.696001052856445,20.554000854492188,15.430000305175781,12.566000938415527,8.554000854492188,4.654000282287598,2.868000030517578,37.85000228881836,34.55000305175781,23.84400177001953,19.948001861572266,9.426000595092773,7.152000427246094,2.558000087738037,2.009999990463257,0.6320000290870667,0.550000011920929,35.17000198364258,24.782001495361328,11.828001022338867,8.730000495910645,6.340000152587891,29.09600067138672,25.45400047302246,15.196001052856445,11.72800064086914,7.932000160217285,5.936000347137451,1.7380000352859497,1.5140000581741333,0.562000036239624,0.44200003147125244,51.082000732421875,46.608001708984375,48.4160041809082,43.75600051879883,46.182003021240234,41.34400177001953,39.406002044677734,34.513999938964844,29.59200096130371,25.672000885009766,42.884002685546875,38.94200134277344,31.672000885009766,28.51000213623047,19.716001510620117,17.277999877929688,11.41200065612793,10.132000923156738,8.182000160217285,7.308000564575195,47.52000045776367,48.44400405883789,50.63600158691406,47.00400161743164,26.834001541137695,34.89800262451172,13.886000633239746,17.918001174926758,10.618000030517578,9.628000259399414,41.62200164794922,38.36800003051758,34.90800094604492,31.876001358032227,48.70600128173828,45.768001556396484,29.876001358032227,27.310001373291016,18.780000686645508,17.016000747680664,35.98200225830078,32.38199996948242,20.916000366210938,16.91400146484375,9.304000854492188,7.116000175476074,2.4260001182556152,2.0199999809265137,1.1220000982284546,0.9300000667572021,27.410001754760742,28.780000686645508,17.082000732421875,13.972001075744629,16.200000762939453,14.340001106262207,9.69800090789795,8.434000015258789,6.982000350952148,6.02400016784668,52.43600082397461,50.958003997802734,38.5420036315918,36.422000885009766,33.37600326538086,23.516000747680664,16.270000457763672,16.716001510620117,11.130000114440918,10.28600025177002,40.2140007019043,36.71600341796875,31.94000244140625,28.270000457763672,13.510000228881836,10.558000564575195,7.474000453948975,5.732000350952148,3.748000144958496,2.9060001373291016,56.5780029296875,30.216001510620117,22.434001922607422,23.748001098632812,18.39000129699707,19.73400115966797,14.998001098632812,16.428001403808594,12.992000579833984,13.042000770568848,21.860000610351562,10.550414085388184,51.39765554553652,36.24887285843102,43.65999984741211,43.349998474121094,67.83999633789062,51.72999954223633,52.12999725341797,57.96999740600586,58.44999694824219,14.048827914011019,54.256004333496094,31.37200164794922,33.48400115966797,7.734000205993652,7.850000381469727,56.5780029296875,76.56999969482422,77.31999969482422,56.816001892089844,93.65277777777777,95.52380952380952,78.64000701904297,45.51724137931035,32.95566502463054
alexnet,33.832000732421875,1.7733334302902222,55.288002014160156,51.724002838134766,51.90800094604492,48.16400146484375,46.5260009765625,42.7140007019043,38.67000198364258,34.586002349853516,28.41200065612793,24.59600067138672,37.28000259399414,31.78400230407715,25.908000946044922,20.814001083374023,12.61400032043457,9.178000450134277,2.7980000972747803,1.7640000581741333,0.8060000538825989,0.6340000033378601,35.20600128173828,29.84400177001953,27.110000610351562,22.262001037597656,15.160000801086426,11.664000511169434,8.90000057220459,6.756000518798828,5.582000255584717,4.184000015258789,48.31800079345703,44.37000274658203,30.14000129699707,27.922000885009766,45.198001861572266,40.22200012207031,36.57400131225586,32.48400115966797,19.46200180053711,17.338001251220703,34.10200119018555,29.76000213623047,25.57000160217285,21.5260009765625,17.174001693725586,14.028000831604004,14.256000518798828,11.428000450134277,6.362000465393066,4.8420000076293945,38.84000015258789,36.17000198364258,20.578001022338867,19.27400016784668,11.612000465393066,10.672000885009766,10.280000686645508,9.692000389099121,6.754000186920166,6.314000129699707,49.64600372314453,41.10200119018555,32.71800231933594,25.04400062561035,20.27800178527832,13.74000072479248,11.92400074005127,7.842000484466553,4.904000282287598,3.2820000648498535,34.35200119018555,30.548002243041992,20.562000274658203,15.742000579833984,7.7900004386901855,5.100000381469727,2.1460001468658447,1.4600000381469727,0.5560000538825989,0.37800002098083496,32.77000045776367,22.714000701904297,10.632000923156738,7.854000568389893,5.588000297546387,24.772001266479492,20.762001037597656,12.288000106811523,8.582000732421875,6.284000396728516,4.154000282287598,1.4100000858306885,0.9640000462532043,0.4740000367164612,0.34200000762939453,48.762001037597656,43.78600311279297,45.07400131225586,40.0260009765625,42.250003814697266,37.720001220703125,34.37600326538086,30.690000534057617,25.006000518798828,22.46000099182129,42.118003845214844,37.582000732421875,30.06800079345703,26.802001953125,17.829999923706055,16.00800132751465,10.052000045776367,9.220000267028809,7.270000457763672,6.720000267028809,43.78200149536133,45.69400405883789,46.34600067138672,43.406002044677734,19.3700008392334,29.060001373291016,10.50200080871582,14.904000282287598,9.116000175476074,8.054000854492188,41.34400177001953,37.768001556396484,34.61800003051758,31.638002395629883,48.94600296020508,45.784000396728516,29.582000732421875,26.762001037597656,17.68800163269043,15.928000450134277,32.44200134277344,28.226001739501953,17.84400177001953,13.384000778198242,7.716000556945801,5.192000389099121,2.0340001583099365,1.4660000801086426,0.9360000491142273,0.6880000233650208,25.016000747680664,26.77800178527832,14.512001037597656,11.11400032043457,14.938000679016113,12.606000900268555,8.938000679016113,7.398000240325928,5.8560004234313965,4.934000015258789,51.570003509521484,50.50600051879883,38.1140022277832,35.768001556396484,31.6460018157959,23.11600112915039,14.986001014709473,15.732000350952148,10.432000160217285,9.49000072479248,37.12600326538086,33.6140022277832,28.714000701904297,24.852001190185547,11.344000816345215,8.636000633239746,6.2900004386901855,4.680000305175781,3.05400013923645,2.4080002307891846,56.522003173828125,29.380001068115234,21.796001434326172,23.132001876831055,17.996000289916992,19.31599998474121,14.762001037597656,16.108001708984375,13.018000602722168,13.270000457763672,21.773334503173828,10.719408988952637,49.413886384129846,32.01082055906222,43.96999740600586,43.43000030517578,67.68000030517578,51.07999801635742,51.30999755859375,57.89999771118164,58.16999816894531,13.859781786755967,51.07999801635742,18.279998779296875,20.046001434326172,6.932000160217285,7.414000511169434,56.522003173828125,76.1500015258789,76.90999603271484,56.608001708984375,93.53472222222223,95.44588744588745,77.552001953125,45.320197044334975,30.541871921182267
resnet50-smoothing_adversarial_PGD_1step_eps_512_noise_0.50,35.928001403808594,2.3333334922790527,56.15999984741211,53.459999084472656,51.57999801635742,49.52000045776367,45.119998931884766,43.71999740600586,36.02000045776367,33.91999816894531,25.079999923706055,23.619998931884766,55.91999816894531,11.380000114440918,3.859999895095825,3.4600000381469727,0.9599999785423279,0.9399999976158142,0.4599999785423279,0.4599999785423279,0.41999998688697815,0.4599999785423279,44.279998779296875,40.959999084472656,38.39999771118164,34.7599983215332,27.34000015258789,24.719999313354492,19.31999969482422,17.020000457763672,13.399999618530273,12.239999771118164,46.71999740600586,47.21999740600586,29.760000228881836,30.619998931884766,52.69999694824219,50.599998474121094,50.599998474121094,48.39999771118164,42.439998626708984,39.55999755859375,56.07999801635742,4.839999675750732,1.5399999618530273,1.6399999856948853,0.5600000023841858,0.5,0.5199999809265137,0.41999998688697815,0.1599999964237213,0.17999999225139618,56.119998931884766,40.52000045776367,29.31999969482422,25.8799991607666,18.3799991607666,16.559999465942383,16.53999900817871,15.739999771118164,11.559999465942383,10.59999942779541,56.02000045776367,48.57999801635742,43.540000915527344,36.65999984741211,33.07999801635742,26.899999618530273,25.239999771118164,19.3799991607666,13.779999732971191,10.4399995803833,55.91999816894531,54.03999710083008,55.36000061035156,53.47999954223633,53.52000045776367,51.39999771118164,47.87999725341797,45.07999801635742,29.53999900817871,28.439998626708984,46.15999984741211,40.21999740600586,32.97999954223633,27.0,18.15999984741211,56.0,53.7599983215332,54.57999801635742,52.939998626708984,53.36000061035156,51.31999969482422,46.91999816894531,43.7599983215332,29.85999870300293,27.34000015258789,55.959999084472656,53.939998626708984,55.279998779296875,53.599998474121094,54.68000030517578,53.21999740600586,54.15999984741211,52.73999786376953,53.31999969482422,51.21999740600586,49.87999725341797,46.52000045776367,42.55999755859375,39.279998779296875,32.79999923706055,30.279998779296875,23.959999084472656,22.399999618530273,18.5,16.579999923706055,55.97999954223633,52.53999710083008,54.13999938964844,52.13999938964844,49.7599983215332,49.29999923706055,46.87999725341797,46.7599983215332,48.03999710083008,44.65999984741211,55.959999084472656,41.21999740600586,37.63999938964844,36.599998474121094,49.91999816894531,48.36000061035156,32.71999740600586,31.15999984741211,20.760000228881836,19.619998931884766,55.97999954223633,54.34000015258789,55.2599983215332,53.71999740600586,53.55999755859375,51.55999755859375,45.13999938964844,43.05999755859375,33.779998779296875,32.13999938964844,46.21999740600586,46.31999969482422,33.89999771118164,31.69999885559082,24.3799991607666,24.51999855041504,11.019999504089355,11.5,13.679999351501465,13.579999923706055,56.03999710083008,53.84000015258789,53.13999938964844,50.7599983215332,53.7599983215332,48.0,37.29999923706055,33.459999084472656,28.5,23.15999984741211,56.03999710083008,54.2599983215332,55.439998626708984,53.87999725341797,53.79999923706055,52.0,50.439998626708984,48.779998779296875,43.79999923706055,42.71999740600586,56.05999755859375,42.31999969482422,40.2599983215332,38.05999755859375,33.7599983215332,32.380001068115234,30.579999923706055,29.239999771118164,25.85999870300293,24.459999084472656,32.42000198364258,15.580970764160156,50.85662759242561,39.04418394950406,42.0099983215332,41.66999816894531,65.83999633789062,50.23999786376953,50.61000061035156,58.02000045776367,58.189998626708984,15.566598249972992,54.590003967285156,54.522003173828125,54.55400085449219,48.68000030517578,14.422000885009766,54.6660041809082,74.58999633789062,74.81999969482422,59.31200408935547,91.44444444444444,94.45887445887445,75.87200164794922,49.802955665024626,39.26108374384236
resnet50-randomized_smoothing_noise_1.00,33.624000549316406,2.386666774749756,53.439998626708984,51.07999801635742,49.52000045776367,48.57999801635742,43.279998779296875,42.31999969482422,35.07999801635742,32.84000015258789,24.19999885559082,23.219999313354492,53.459999084472656,11.420000076293945,3.6599998474121094,3.799999952316284,1.1200000047683716,1.0,0.4399999976158142,0.4399999976158142,0.3199999928474426,0.2800000011920929,44.29999923706055,40.73999786376953,38.70000076293945,35.39999771118164,28.03999900817871,25.01999855041504,20.139999389648438,17.399999618530273,13.880000114440918,12.019999504089355,45.459999084472656,45.79999923706055,28.01999855041504,29.599998474121094,50.84000015258789,49.02000045776367,48.70000076293945,47.15999984741211,41.47999954223633,38.040000915527344,53.5,4.779999732971191,1.2799999713897705,1.7799999713897705,0.47999998927116394,0.5999999642372131,0.3799999952316284,0.4399999976158142,0.3400000035762787,0.17999999225139618,53.619998931884766,40.099998474121094,28.5,26.68000030517578,19.5,17.260000228881836,17.260000228881836,15.960000038146973,12.199999809265137,10.979999542236328,53.31999969482422,47.91999816894531,43.099998474121094,36.47999954223633,33.29999923706055,27.34000015258789,25.479999542236328,19.439998626708984,14.460000038146973,10.579999923706055,53.29999923706055,51.87999725341797,52.86000061035156,51.599998474121094,51.29999923706055,49.89999771118164,46.959999084472656,45.099998474121094,32.540000915527344,31.219999313354492,45.86000061035156,39.959999084472656,32.71999740600586,26.959999084472656,18.440000534057617,53.439998626708984,51.52000045776367,52.31999969482422,51.18000030517578,51.5,49.55999755859375,46.119998931884766,43.439998626708984,32.939998626708984,30.69999885559082,53.439998626708984,51.84000015258789,52.959999084472656,51.619998931884766,52.91999816894531,51.439998626708984,52.31999969482422,50.70000076293945,51.37999725341797,49.65999984741211,48.279998779296875,45.68000030517578,41.84000015258789,39.13999938964844,33.41999816894531,30.5,24.439998626708984,21.69999885559082,19.299999237060547,16.639999389648438,53.21999740600586,50.91999816894531,51.2599983215332,50.36000061035156,47.89999771118164,48.89999771118164,45.2599983215332,45.55999755859375,45.87999725341797,43.540000915527344,53.15999984741211,39.68000030517578,35.73999786376953,34.23999786376953,47.89999771118164,46.459999084472656,31.619998931884766,29.979999542236328,20.719999313354492,20.260000228881836,53.34000015258789,52.34000015258789,53.07999801635742,51.71999740600586,51.779998779296875,50.2599983215332,45.63999938964844,43.55999755859375,36.39999771118164,34.880001068115234,44.79999923706055,45.53999710083008,35.02000045776367,32.57999801635742,24.81999969482422,24.3799991607666,12.75999927520752,11.899999618530273,14.119999885559082,13.960000038146973,53.41999816894531,52.13999938964844,50.959999084472656,49.0,52.41999816894531,47.29999923706055,36.2599983215332,32.89999771118164,27.31999969482422,21.5,53.41999816894531,52.05999755859375,53.07999801635742,51.73999786376953,51.459999084472656,49.939998626708984,49.34000015258789,47.459999084472656,44.5,42.599998474121094,53.459999084472656,41.71999740600586,39.959999084472656,38.02000045776367,34.63999938964844,32.55999755859375,31.3799991607666,29.639999389648438,26.239999771118164,24.84000015258789,30.73000144958496,14.480536460876465,49.32371505861136,35.888187556357074,40.98999786376953,40.64999771118164,64.79999542236328,49.189998626708984,49.55999755859375,56.98999786376953,57.529998779296875,15.987901047855676,53.09400177001953,53.18000411987305,53.0780029296875,49.099998474121094,13.512001037597656,53.066001892089844,72.37999725341797,73.88999938964844,57.07200241088867,91.2361111111111,94.62337662337661,74.78400421142578,47.783251231527096,36.40394088669951
resnet50-smoothing_adversarial_DNN_2steps_eps_512_noise_1.00,32.14800262451172,2.2133333683013916,53.119998931884766,51.02000045776367,48.63999938964844,47.55999755859375,42.279998779296875,41.20000076293945,33.939998626708984,31.760000228881836,22.8799991607666,21.84000015258789,53.02000045776367,10.260000228881836,3.6399998664855957,3.4600000381469727,1.2799999713897705,1.159999966621399,0.3799999952316284,0.35999998450279236,0.3199999928474426,0.2800000011920929,43.619998931884766,40.81999969482422,38.39999771118164,35.380001068115234,28.260000228881836,25.459999084472656,20.5,17.979999542236328,14.139999389648438,12.639999389648438,44.53999710083008,45.459999084472656,28.35999870300293,29.03999900817871,50.099998474121094,48.53999710083008,48.439998626708984,46.20000076293945,41.37999725341797,38.47999954223633,53.03999710083008,4.139999866485596,1.3399999141693115,1.5199999809265137,0.4599999785423279,0.5600000023841858,0.3199999928474426,0.41999998688697815,0.19999998807907104,0.2199999988079071,53.02000045776367,37.15999984741211,26.53999900817871,23.760000228881836,17.31999969482422,14.960000038146973,15.559999465942383,13.380000114440918,10.539999961853027,9.420000076293945,53.15999984741211,46.779998779296875,42.7599983215332,37.040000915527344,33.619998931884766,27.53999900817871,25.779998779296875,20.079999923706055,14.539999961853027,11.239999771118164,52.97999954223633,51.2599983215332,52.57999801635742,50.939998626708984,50.599998474121094,48.7599983215332,46.20000076293945,44.20000076293945,33.939998626708984,32.119998931884766,44.79999923706055,39.959999084472656,33.540000915527344,27.5,18.459999084472656,52.97999954223633,51.15999984741211,51.97999954223633,50.34000015258789,50.47999954223633,48.71999740600586,45.099998474121094,43.18000030517578,33.880001068115234,31.399999618530273,53.0,51.19999694824219,52.23999786376953,51.15999984741211,51.89999771118164,50.55999755859375,51.84000015258789,50.47999954223633,50.87999725341797,48.7599983215332,47.41999816894531,45.31999969482422,41.71999740600586,38.7599983215332,33.36000061035156,30.559999465942383,25.3799991607666,22.299999237060547,19.85999870300293,17.19999885559082,53.07999801635742,50.099998474121094,51.439998626708984,49.84000015258789,47.15999984741211,47.5,44.86000061035156,45.119998931884766,45.53999710083008,43.599998474121094,52.959999084472656,38.05999755859375,34.099998474121094,33.18000030517578,47.31999969482422,45.57999801635742,31.17999839782715,29.420000076293945,19.579999923706055,18.979999542236328,53.15999984741211,51.52000045776367,52.47999954223633,51.279998779296875,51.13999938964844,49.15999984741211,45.73999786376953,44.31999969482422,36.939998626708984,35.939998626708984,43.73999786376953,43.65999984741211,32.84000015258789,30.03999900817871,22.559999465942383,22.279998779296875,10.219999313354492,10.899999618530273,12.239999771118164,12.460000038146973,52.84000015258789,51.55999755859375,50.87999725341797,48.31999969482422,51.73999786376953,46.779998779296875,35.63999938964844,32.540000915527344,27.420000076293945,22.35999870300293,53.19999694824219,51.69999694824219,52.79999923706055,51.2599983215332,51.07999801635742,49.34000015258789,48.68000030517578,46.939998626708984,44.47999954223633,42.55999755859375,53.13999938964844,41.70000076293945,39.63999938964844,38.279998779296875,33.619998931884766,32.84000015258789,30.599998474121094,29.639999389648438,26.31999969482422,24.739999771118164,30.52666664123535,13.242547988891602,46.61857529305681,35.70784490532011,39.7599983215332,39.71999740600586,63.279998779296875,47.93000030517578,48.40999984741211,55.89999771118164,56.22999954223633,15.107486226639299,51.87800216674805,51.880001068115234,51.8900032043457,48.13999938964844,13.172000885009766,51.84400177001953,71.52999877929688,72.38999938964844,56.400001525878906,90.625,94.26839826839827,73.93600463867188,49.26108374384236,36.600985221674875
resnet50_imagenet_subsample_1_of_8_batch64_original_images,28.452001571655273,1.0666667222976685,51.68600082397461,47.38800048828125,45.18800354003906,43.05600357055664,38.790000915527344,36.7760009765625,30.654001235961914,28.630001068115234,21.604000091552734,20.1560001373291,51.68600082397461,27.70400047302246,18.946001052856445,17.631999969482422,8.75,7.808000564575195,2.378000020980835,2.0220000743865967,0.812000036239624,0.7160000205039978,31.53400230407715,28.578001022338867,23.902000427246094,22.062000274658203,14.414000511169434,13.380001068115234,8.652000427246094,7.950000286102295,5.2960004806518555,4.854000091552734,44.884002685546875,41.76400375366211,29.636001586914062,27.57200050354004,42.05400085449219,38.486000061035156,34.630001068115234,31.918001174926758,18.52400016784668,17.702001571655273,51.68600082397461,24.73600196838379,18.404001235961914,17.368000030517578,11.472000122070312,10.882000923156738,9.690000534057617,8.758000373840332,4.628000259399414,4.0360002517700195,51.68600082397461,27.4320011138916,13.224000930786133,12.648000717163086,6.806000232696533,6.664000511169434,6.252000331878662,6.03000020980835,4.146000385284424,3.9260001182556152,51.68600082397461,38.952003479003906,29.36800193786621,24.428001403808594,18.086000442504883,15.41200065612793,11.482000350952148,9.68600082397461,4.990000247955322,3.806000232696533,51.68600082397461,24.950000762939453,11.612000465393066,10.420000076293945,3.6000001430511475,3.124000072479248,0.9340000152587891,0.8980000615119934,0.31800001859664917,0.3360000252723694,31.46000099182129,22.194000244140625,10.692000389099121,8.194000244140625,5.896000385284424,51.68600082397461,14.838000297546387,6.172000408172607,5.378000259399414,3.0480000972747803,2.626000165939331,0.7460000514984131,0.7140000462532043,0.3020000159740448,0.31800001859664917,51.68600082397461,41.1140022277832,39.14600372314453,37.25400161743164,36.05800247192383,34.55400085449219,24.98200035095215,25.23200035095215,13.430000305175781,14.432001113891602,38.58400344848633,35.320003509521484,28.130001068115234,26.160001754760742,17.886001586914062,16.670000076293945,10.604000091552734,9.942000389099121,7.834000587463379,7.210000514984131,51.68600082397461,44.43600082397461,46.96200180053711,43.96800231933594,22.45800018310547,31.454002380371094,9.098000526428223,14.092000961303711,7.204000473022461,8.898000717163086,51.68600082397461,36.288002014160156,30.056001663208008,28.530000686645508,43.13800048828125,41.21000289916992,23.154001235961914,22.50400161743164,13.108000755310059,13.118000984191895,51.68600082397461,22.62200164794922,10.314000129699707,9.0,3.748000144958496,3.3460001945495605,0.7480000257492065,0.8140000104904175,0.38600000739097595,0.4300000071525574,19.738000869750977,23.510000228881836,9.404000282287598,8.723999977111816,10.344000816345215,10.348000526428223,5.150000095367432,5.28000020980835,3.2220001220703125,3.266000270843506,51.68600082397461,46.91200256347656,31.76000213623047,31.930002212524414,26.684001922607422,20.998001098632812,10.890000343322754,14.828001022338867,7.78000020980835,8.906000137329102,51.68600082397461,27.876001358032227,20.09200096130371,19.236000061035156,6.946000099182129,6.056000232696533,3.6640002727508545,3.320000171661377,1.7380000352859497,1.652000069618225,51.68600082397461,29.952001571655273,23.68000030517578,24.056001663208008,18.952001571655273,19.236000061035156,15.556000709533691,16.13800048828125,13.224000930786133,12.884000778198242,17.72333335876465,7.22160005569458,47.790802524797115,31.65013525698828,39.619998931884766,39.34000015258789,61.52000045776367,47.27000045776367,47.31999969482422,53.779998779296875,54.14999771118164,12.855136653343417,42.368003845214844,12.658000946044922,14.408000946044922,8.899999618530273,7.1620001792907715,51.68600082397461,71.58000183105469,73.30999755859375,50.91200256347656,93.08333333333333,94.90043290043289,74.06400299072266,44.827586206896555,30.541871921182267
resnet101_9_epochs,32.76000213623047,1.8666666746139526,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20.393333435058594,8.946924209594727,46.79891794409377,29.125338142470696,38.96999740600586,38.869998931884766,64.15999603271484,46.349998474121094,46.72999954223633,53.619998931884766,54.16999816894531,14.686183428756616,,,,,7.02400016784668,50.544002532958984,71.3499984741211,73.33000183105469,52.336002349853516,92.42361111111111,94.66666666666667,74.04800415039062,50.689655172413794,32.31527093596059
resnet101_8_epochs,30.266000747680664,1.6666667461395264,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19.280000686645508,8.035135269165039,47.430117222723176,28.40396753832281,37.75,37.75,63.19999694824219,44.64999771118164,45.13999938964844,51.5099983215332,52.209999084472656,13.767959382089229,,,,,6.318000316619873,48.64800262451172,69.87999725341797,71.18000030517578,50.52800369262695,91.6875,94.20779220779221,73.05599975585938,49.802955665024626,32.16748768472906
resnet50_linf_eps8_robust,32.980003356933594,1.8933334350585938,47.788002014160156,45.38600158691406,45.14800262451172,42.582000732421875,40.48200225830078,37.552001953125,33.3120002746582,30.172000885009766,24.522001266479492,21.61800193786621,12.884000778198242,10.068000793457031,3.494000196456909,2.6720001697540283,0.7620000243186951,0.6980000138282776,0.5200000405311584,0.5120000243186951,0.5040000081062317,0.5060000419616699,32.7400016784668,29.128002166748047,26.080001831054688,23.20800018310547,16.650001525878906,14.762001037597656,11.330000877380371,9.90000057220459,7.600000381469727,6.642000198364258,40.540000915527344,38.91400146484375,26.556001663208008,25.262001037597656,44.48200225830078,41.4640007019043,42.94200134277344,39.70800018310547,36.43600082397461,32.86800003051758,7.874000549316406,6.4160003662109375,2.704000234603882,2.122000217437744,0.7500000596046448,0.7040000557899475,0.7740000486373901,0.5980000495910645,0.2880000174045563,0.25,39.32400131225586,35.45800018310547,24.746000289916992,20.668001174926758,14.946001052856445,12.222000122070312,13.61400032043457,11.008000373840332,8.760000228881836,7.342000484466553,44.034000396728516,37.582000732421875,31.634000778198242,25.00800132751465,21.488000869750977,16.47800064086914,14.974000930786133,11.176000595092773,7.828000545501709,5.710000038146973,38.36000061035156,44.332000732421875,24.34200096130371,37.9900016784668,8.910000801086426,24.8700008392334,1.7340000867843628,11.472000122070312,0.30000001192092896,2.640000104904175,35.59600067138672,29.2080020904541,22.61600112915039,17.48400115966797,10.838000297546387,13.528000831604004,36.39400100708008,5.444000244140625,25.498001098632812,2.7280001640319824,17.57000160217285,0.6440000534057617,6.13800048828125,0.27000001072883606,1.6180000305175781,46.18600082397461,44.20600128173828,45.93800354003906,43.772003173828125,45.60400390625,43.470001220703125,44.902000427246094,42.552001953125,43.8120002746582,41.41200256347656,40.730003356933594,36.492000579833984,33.71200180053711,29.490001678466797,24.494001388549805,20.832000732421875,16.216001510620117,13.532000541687012,12.02400016784668,9.952000617980957,43.78200149536133,43.30800247192383,45.78200149536133,42.672000885009766,41.02000045776367,40.46000289916992,37.96800231933594,37.25400161743164,38.454002380371094,34.810001373291016,36.97800064086914,34.29199981689453,33.038002014160156,30.488000869750977,44.612003326416016,42.20600128173828,34.16400146484375,31.354001998901367,24.41200065612793,22.09600067138672,35.18000030517578,43.05800247192383,19.68400001525879,34.59600067138672,8.038000106811523,22.782001495361328,1.5040000677108765,8.92400074005127,0.5940000414848328,3.998000144958496,36.06800079345703,37.11000061035156,26.79400062561035,25.104001998901367,23.84400177001953,21.968000411987305,14.516000747680664,12.476000785827637,13.180000305175781,11.52400016784668,46.59600067138672,45.02400207519531,42.50600051879883,40.772003173828125,42.6140022277832,38.10000228881836,22.48000144958496,22.108001708984375,18.530000686645508,16.272001266479492,38.034000396728516,43.96200180053711,29.38800048828125,40.34800338745117,11.294000625610352,25.600000381469727,6.170000076293945,17.476001739501953,3.0160000324249268,10.506000518798828,35.902000427246094,32.310001373291016,31.474000930786133,28.066001892089844,25.98200035095215,23.280000686645508,22.988000869750977,20.68600082397461,19.018001556396484,16.808000564575195,34.2400016784668,16.840576171875,46.077547339945895,35.43733092876465,37.57999801635742,37.43000030517578,60.79999923706055,44.38999938964844,44.59000015258789,51.94999694824219,52.16999816894531,14.308091174246515,48.2599983215332,45.599998474121094,48.15999984741211,45.86000061035156,13.79800033569336,47.906002044677734,69.75,69.23999786376953,54.000003814697266,89.0625,92.60606060606061,71.61600494384766,48.177339901477836,36.30541871921182
resnet101_7_epochs,26.55000114440918,2.066666603088379,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17.979999542236328,7.512429237365723,44.00360685302074,27.141568981064022,34.540000915527344,34.369998931884766,59.84000015258789,41.61000061035156,41.71999740600586,47.91999816894531,48.25,11.893702063303447,,,,,5.464000225067139,44.836002349853516,65.80999755859375,68.08999633789062,47.24800109863281,90.11111111111111,93.05627705627705,69.3280029296875,48.76847290640394,31.330049261083744
resnet50-smoothing_adversarial_PGD_1step_eps_512_noise_1.00,26.630001068115234,2.066666603088379,44.70000076293945,44.099998474121094,40.52000045776367,39.439998626708984,33.939998626708984,32.55999755859375,25.15999984741211,24.279998779296875,16.520000457763672,15.479999542236328,44.57999801635742,5.859999656677246,2.119999885559082,2.0999999046325684,0.85999995470047,0.8999999761581421,0.5799999833106995,0.5600000023841858,0.5600000023841858,0.5600000023841858,39.2599983215332,37.279998779296875,35.599998474121094,33.41999816894531,28.239999771118164,25.51999855041504,21.239999771118164,19.239999771118164,16.100000381469727,14.219999313354492,37.63999938964844,38.29999923706055,23.34000015258789,25.219999313354492,42.439998626708984,41.84000015258789,41.65999984741211,40.599998474121094,37.599998474121094,35.70000076293945,44.939998626708984,2.419999837875366,0.6599999666213989,0.8999999761581421,0.2800000011920929,0.35999998450279236,0.23999999463558197,0.23999999463558197,0.09999999403953552,0.09999999403953552,44.70000076293945,29.19999885559082,18.5,15.9399995803833,12.199999809265137,9.979999542236328,10.260000228881836,9.199999809265137,6.920000076293945,6.21999979019165,44.619998931884766,41.55999755859375,38.97999954223633,34.619998931884766,32.279998779296875,27.439998626708984,25.959999084472656,20.8799991607666,16.520000457763672,12.880000114440918,44.55999755859375,44.279998779296875,43.55999755859375,43.52000045776367,42.439998626708984,41.599998474121094,39.37999725341797,38.37999725341797,32.380001068115234,30.099998474121094,40.34000015258789,36.52000045776367,31.5,26.760000228881836,19.779998779296875,44.79999923706055,43.89999771118164,43.41999816894531,42.959999084472656,42.65999984741211,41.5,39.31999969482422,37.0,32.05999755859375,29.479999542236328,44.73999786376953,44.31999969482422,44.37999725341797,44.13999938964844,43.84000015258789,43.97999954223633,43.52000045776367,43.959999084472656,42.57999801635742,42.459999084472656,41.0,40.23999786376953,37.36000061035156,35.2599983215332,30.65999984741211,28.779998779296875,24.119998931884766,21.85999870300293,19.899999618530273,17.940000534057617,44.52000045776367,43.29999923706055,43.52000045776367,43.119998931884766,41.02000045776367,41.63999938964844,39.47999954223633,39.939998626708984,39.91999816894531,38.71999740600586,44.599998474121094,31.599998474121094,28.19999885559082,27.639999389648438,39.29999923706055,38.619998931884766,22.959999084472656,22.559999465942383,13.880000114440918,13.679999351501465,44.55999755859375,44.02000045776367,44.040000915527344,43.57999801635742,43.05999755859375,42.099998474121094,40.540000915527344,38.52000045776367,36.2599983215332,34.05999755859375,36.89999771118164,37.21999740600586,27.35999870300293,25.920000076293945,19.639999389648438,20.3799991607666,9.079999923706055,9.119999885559082,9.639999389648438,9.59999942779541,44.63999938964844,44.47999954223633,43.63999938964844,42.73999786376953,44.23999786376953,42.2599983215332,34.13999938964844,29.779998779296875,26.15999984741211,20.939998626708984,44.65999984741211,44.099998474121094,44.02000045776367,43.779998779296875,42.89999771118164,41.71999740600586,41.63999938964844,40.29999923706055,38.619998931884766,37.18000030517578,44.63999938964844,37.73999786376953,35.63999938964844,34.5,31.31999969482422,30.0,28.939998626708984,27.239999771118164,25.399999618530273,24.0,27.073333740234375,11.532944679260254,42.38052299368801,32.46167718665464,33.66999816894531,33.22999954223633,56.959999084472656,40.209999084472656,40.529998779296875,47.619998931884766,47.959999084472656,11.855892837852435,44.32200241088867,44.25800323486328,44.29800033569336,41.36000061035156,10.542000770568848,44.26400375366211,63.959999084472656,64.91999816894531,50.384002685546875,85.77083333333333,90.96103896103897,66.36800384521484,44.13793103448276,34.13793103448276
resnet101_6_epochs,21.238000869750977,1.8666666746139526,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,16.433334350585938,6.062213897705078,39.404869251578,23.895401262398558,30.56999969482422,30.56999969482422,55.19999694824219,36.20000076293945,36.2599983215332,43.20000076293945,43.529998779296875,11.283353138165712,,,,,4.2260003089904785,40.5780029296875,61.53999710083008,63.0099983215332,44.0160026550293,88.125,91.93939393939394,66.24000549316406,46.995073891625616,28.52216748768473
resnet50_imagenet_subsample_1_of_16_batch64_original_images,14.218000411987305,1.4133334159851074,36.704002380371094,32.448001861572266,28.57200050354004,27.18800163269043,22.112001419067383,21.178001403808594,15.306000709533691,14.574000358581543,9.572000503540039,9.180000305175781,36.704002380371094,13.820000648498535,8.482000350952148,7.522000312805176,3.7380001544952393,3.2080001831054688,1.1600000858306885,1.0200001001358032,0.49400001764297485,0.46000000834465027,19.236000061035156,16.93800163269043,13.982000350952148,12.528000831604004,8.410000801086426,7.124000549316406,5.044000148773193,4.110000133514404,3.2100000381469727,2.576000213623047,31.0260009765625,28.634000778198242,21.222000122070312,19.606000900268555,30.23200225830078,27.340002059936523,25.552001953125,23.440000534057617,15.326001167297363,14.544000625610352,36.704002380371094,12.51400089263916,8.68600082397461,8.09000015258789,5.232000350952148,4.832000255584717,4.424000263214111,3.9560000896453857,1.9720001220703125,1.8320001363754272,36.704002380371094,15.37600040435791,6.76200008392334,6.2900004386901855,3.502000093460083,3.2840001583099365,3.0980000495910645,3.010000228881836,2.070000171661377,1.9300000667572021,36.704002380371094,25.358001708984375,18.02400016784668,14.008000373840332,10.4660005569458,7.996000289916992,6.656000137329102,4.7900004386901855,2.9860000610351562,1.974000096321106,36.704002380371094,13.862000465393066,4.618000030517578,3.80400013923645,1.2200000286102295,0.968000054359436,0.4300000071525574,0.398000031709671,0.17600001394748688,0.16200000047683716,21.498001098632812,14.856000900268555,7.926000595092773,5.784000396728516,4.150000095367432,36.704002380371094,8.02400016784668,2.5320000648498535,2.002000093460083,1.1759999990463257,0.9320000410079956,0.3500000238418579,0.35200002789497375,0.16600000858306885,0.17000000178813934,36.704002380371094,29.07200050354004,28.690000534057617,26.11400032043457,26.858001708984375,23.766000747680664,20.73200035095215,17.150001525878906,14.270000457763672,10.544000625610352,26.170001983642578,23.12200164794922,18.25800132751465,16.374000549316406,11.450000762939453,10.370000839233398,7.192000389099121,6.520000457763672,5.378000259399414,4.982000350952148,36.704002380371094,31.57400131225586,30.286001205444336,31.032001495361328,22.558000564575195,24.970001220703125,11.410000801086426,13.12600040435791,15.572000503540039,7.964000225067139,36.704002380371094,21.12200164794922,15.414000511169434,14.304000854492188,26.532001495361328,25.906002044677734,10.652000427246094,10.726000785827637,6.090000152587891,6.098000526428223,36.704002380371094,12.680000305175781,4.51200008392334,3.7820000648498535,1.4920001029968262,1.1680001020431519,0.40400001406669617,0.40800002217292786,0.21800000965595245,0.23600001633167267,11.802000999450684,14.064001083374023,5.362000465393066,4.928000450134277,5.354000091552734,5.4160003662109375,2.682000160217285,2.698000192642212,1.78000009059906,1.6760001182556152,36.704002380371094,32.928001403808594,21.218000411987305,20.850000381469727,17.200000762939453,13.052000999450684,7.702000141143799,9.244000434875488,5.068000316619873,5.26800012588501,36.704002380371094,17.304000854492188,11.618000984191895,10.57800006866455,3.2120001316070557,2.694000244140625,1.662000060081482,1.3480000495910645,0.8320000171661377,0.6960000395774841,36.704002380371094,19.922000885009766,16.61600112915039,15.968000411987305,13.00200080871582,12.862000465393066,10.814000129699707,10.908000946044922,9.294000625610352,9.046000480651855,11.323333740234375,3.1735739707946777,39.85572587917042,24.797114517583406,26.939998626708984,26.989999771118164,51.19999694824219,32.65999984741211,32.77000045776367,38.40999984741211,38.369998931884766,7.172950199848763,31.554000854492188,11.578001022338867,12.784000396728516,7.599999904632568,2.9780001640319824,36.704002380371094,56.599998474121094,58.30999755859375,36.384002685546875,86.81944444444444,91.04761904761904,60.73600387573242,39.80295566502463,25.615763546798032
resnet101_5_epochs,19.608001708984375,1.6533334255218506,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,14.283333778381348,5.0010809898376465,36.78990081154193,22.813345356176736,27.28999900817871,27.279998779296875,51.03999710083008,32.779998779296875,32.84000015258789,38.279998779296875,38.369998931884766,8.831154801771632,,,,,3.328000068664551,35.702003479003906,57.46999740600586,57.849998474121094,38.496002197265625,86.30555555555556,90.86580086580086,61.42400360107422,42.512315270935964,27.192118226600986
resnet50_with_defocus_blur_aws,12.916000366210938,1.7733334302902222,31.900001525878906,34.336002349853516,28.3960018157959,31.6460018157959,25.34400177001953,28.136001586914062,21.398000717163086,23.47800064086914,16.802000045776367,18.09600067138672,31.900001525878906,17.81599998474121,11.172000885009766,11.85200023651123,5.914000511169434,5.740000247955322,2.25,1.6780000925064087,1.096000075340271,0.7160000205039978,43.8900032043457,42.25200271606445,42.768001556396484,40.20000076293945,41.802001953125,36.75400161743164,41.50800323486328,32.810001373291016,39.64200210571289,22.05000114440918,32.555999755859375,37.2140007019043,19.168001174926758,22.30000114440918,34.25600051879883,36.94600296020508,30.13800048828125,32.2760009765625,17.060001373291016,18.740001678466797,31.900001525878906,17.654001235961914,12.350000381469727,13.746000289916992,9.790000915527344,10.404000282287598,8.329999923706055,9.050000190734863,4.1080002784729,4.754000186920166,31.900001525878906,19.176000595092773,8.076000213623047,9.844000816345215,4.703999996185303,5.924000263214111,4.196000099182129,5.316000461578369,2.9620001316070557,3.7060000896453857,31.900001525878906,43.272003173828125,43.3120002746582,40.156002044677734,37.18400192260742,33.14200210571289,28.57600212097168,23.920001983642578,19.176000595092773,7.7900004386901855,31.900001525878906,13.730000495910645,8.320000648498535,7.360000133514404,3.248000144958496,2.8320000171661377,0.9240000247955322,0.7940000295639038,0.23400001227855682,0.18000000715255737,40.380001068115234,34.320003509521484,18.176000595092773,13.004000663757324,8.292000770568848,31.900001525878906,10.300000190734863,5.402000427246094,4.664000034332275,2.8960001468658447,2.31600022315979,0.7420000433921814,0.5800000429153442,0.2460000067949295,0.20600001513957977,31.900001525878906,31.1820011138916,26.70400047302246,28.578001022338867,25.284000396728516,26.352001190185547,21.056001663208008,20.190000534057617,15.714000701904297,13.984000205993652,38.84000015258789,39.108001708984375,33.018001556396484,30.650001525878906,21.492000579833984,19.34800148010254,11.950000762939453,10.808000564575195,7.9760003089904785,7.188000202178955,31.900001525878906,38.314002990722656,37.0260009765625,39.108001708984375,37.7920036315918,36.5880012512207,32.53000259399414,32.566001892089844,33.720001220703125,32.23800277709961,31.900001525878906,23.00400161743164,13.950000762939453,16.29400062561035,28.814001083374023,31.2760009765625,18.97800064086914,19.578001022338867,13.554000854492188,13.954000473022461,31.900001525878906,13.37600040435791,7.90000057220459,7.11400032043457,3.684000253677368,3.2680001258850098,1.0940001010894775,0.940000057220459,0.5040000081062317,0.45000001788139343,12.248000144958496,17.50800132751465,6.466000080108643,7.504000186920166,7.002000331878662,8.8100004196167,3.7980000972747803,4.850000381469727,2.760000228881836,3.188000202178955,31.900001525878906,32.45000076293945,18.744001388549805,21.658000946044922,16.57200050354004,17.118000030517578,4.618000030517578,7.014000415802002,3.140000104904175,4.422000408172607,31.900001525878906,16.834001541137695,12.868000984191895,12.492000579833984,5.582000255584717,5.168000221252441,3.4040000438690186,3.056000232696533,1.8200000524520874,1.6220000982284546,31.900001525878906,35.63800048828125,29.016000747680664,29.878002166748047,24.718000411987305,25.522001266479492,20.564001083374023,21.54400062561035,17.02400016784668,16.350000381469727,13.5600004196167,3.480123519897461,41.47880973850316,24.887285843101896,24.969999313354492,24.56999969482422,47.599998474121094,29.76999855041504,29.849998474121094,35.95000076293945,36.18000030517578,10.69460948471427,19.4060001373291,6.130000114440918,6.772000312805176,4.850000381469727,4.898000240325928,31.900001525878906,53.81999969482422,53.03999710083008,40.944000244140625,74.45833333333334,78.91774891774892,55.07200241088867,49.60591133004926,28.768472906403943
resnet101_4_epochs,13.008000373840332,1.600000023841858,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11.023333549499512,3.1696438789367676,33.543733092876465,19.74752028854824,21.09000015258789,21.020000457763672,46.47999954223633,25.599998474121094,25.78999900817871,29.78999900817871,30.1299991607666,6.443772280436426,,,,,1.874000072479248,28.134000778198242,48.65999984741211,48.23999786376953,32.14400100708008,80.54861111111111,86.8138528138528,52.84800338745117,46.89655172413793,30.443349753694584
resnet18_50k_96_epochs,9.15000057220459,1.5600000619888306,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.066666603088379,2.4032700061798096,31.830477908025244,20.73940486925158,17.239999771118164,17.299999237060547,39.599998474121094,20.549999237060547,20.81999969482422,24.69999885559082,24.869998931884766,4.63973209463109,,,,,1.4940000772476196,23.59800148010254,41.43000030517578,42.45000076293945,25.632001876831055,76.73611111111111,84.24242424242424,45.952003479003906,33.94088669950739,20.88669950738916
resnet18_50k_99_epochs,9.28600025177002,1.4666666984558105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.970000267028809,2.3855843544006348,32.19116321009919,21.190261496844006,17.459999084472656,17.68000030517578,39.84000015258789,20.779998779296875,20.94999885559082,25.0,25.149999618530273,4.780166360591984,,,,,1.496000051498413,23.57200050354004,41.38999938964844,42.5,25.808000564575195,77.0625,84.3896103896104,46.000003814697266,33.497536945812804,21.576354679802957
resnet18_50k_98_epochs,9.178000450134277,1.3600000143051147,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.936666488647461,2.365933895111084,31.74030658250676,20.91974752028855,17.270000457763672,17.420000076293945,39.119998931884766,20.6299991607666,20.75,24.829999923706055,24.869998931884766,4.747758453062547,,,,,1.4900001287460327,23.500001907348633,41.18000030517578,42.31999969482422,25.66400146484375,77.0,84.4069264069264,46.0160026550293,33.399014778325125,21.03448275862069
resnet18_50k_93_epochs,9.052000045776367,1.3600000143051147,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.133333206176758,2.481872320175171,30.928764652840396,20.73940486925158,17.35999870300293,17.350000381469727,39.7599983215332,20.44999885559082,20.670000076293945,24.65999984741211,24.989999771118164,4.796370314356703,,,,,1.468000054359436,23.48600196838379,41.31999969482422,41.96999740600586,26.080001831054688,77.02777777777777,84.4935064935065,45.90400314331055,34.33497536945813,21.133004926108374
resnet18_50k_95_epochs,8.947999954223633,1.4533333778381348,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.813333511352539,2.348248243331909,32.91253381424707,21.37060414788097,17.40999984741211,17.479999542236328,39.52000045776367,20.689998626708984,20.869998931884766,24.799999237060547,24.850000381469727,4.704547909689964,,,,,1.502000093460083,23.466001510620117,41.2599983215332,42.12999725341797,25.472002029418945,76.57638888888889,84.11255411255412,46.112003326416016,33.497536945812804,20.64039408866995
resnet18_50k_97_epochs,9.128000259399414,1.4266667366027832,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.780000686645508,2.3816542625427246,32.01082055906222,21.28043282236249,17.43000030517578,17.5,39.599998474121094,20.529998779296875,20.81999969482422,24.729999542236328,24.850000381469727,4.769363724748839,,,,,1.4980000257492065,23.426000595092773,41.11000061035156,42.279998779296875,25.71200180053711,77.09722222222221,84.4935064935065,45.840003967285156,33.59605911330049,20.83743842364532
resnet18_50k_92_epochs,8.992000579833984,1.3066667318344116,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.986666679382324,2.338423013687134,31.199278629395856,20.28854824165915,17.34000015258789,17.369998931884766,39.439998626708984,20.59000015258789,20.81999969482422,24.739999771118164,24.85999870300293,4.7639624068272655,,,,,1.4860000610351562,23.358001708984375,40.91999816894531,42.21999740600586,25.744001388549805,76.92361111111111,84.25974025974025,45.42400360107422,33.8423645320197,21.2807881773399
resnet18_50k_90_epochs,9.176000595092773,1.346666693687439,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.176667213439941,2.4956278800964355,31.379621280432822,21.37060414788097,17.10999870300293,17.029998779296875,38.55999755859375,20.049999237060547,20.520000457763672,24.439998626708984,24.68000030517578,4.7369558172194015,,,,,1.4920001029968262,23.302001953125,41.15999984741211,42.12999725341797,25.792001724243164,76.77083333333333,84.2943722943723,46.08000183105469,32.46305418719212,20.541871921182267
resnet18_50k_94_epochs,9.178000450134277,1.346666693687439,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.989999771118164,2.4032700061798096,32.1009918845807,20.559062218214606,17.239999771118164,17.10999870300293,39.52000045776367,20.35999870300293,20.549999237060547,24.369998931884766,24.65999984741211,4.8665874473371495,,,,,1.5120000839233398,23.268001556396484,41.0,42.16999816894531,25.360000610351562,76.9375,84.48484848484848,45.76000213623047,33.59605911330049,20.985221674876847
resnet18_50k_91_epochs,8.84000015258789,1.3066667318344116,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.923333168029785,2.326632499694824,31.830477908025244,20.73940486925158,17.25,17.270000457763672,39.599998474121094,20.479999542236328,20.69999885559082,24.60999870300293,24.78999900817871,4.7639624068272655,,,,,1.5500000715255737,23.23200035095215,41.02000045776367,41.91999816894531,25.76000213623047,76.33333333333333,83.78354978354979,45.52000045776367,33.69458128078818,21.527093596059114
resnet18_50k_87_epochs,8.848000526428223,1.4800000190734863,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.773333549499512,2.348248243331909,31.28944995491434,21.009918845807032,16.979999542236328,16.899999618530273,40.07999801635742,20.239999771118164,20.170000076293945,24.779998779296875,24.779998779296875,4.5965215512585065,,,,,1.5240000486373901,23.18800163269043,40.70000076293945,41.959999084472656,25.328001022338867,76.47916666666667,83.97402597402598,45.66400146484375,33.05418719211823,20.88669950738916
resnet18_50k_89_epochs,8.738000869750977,1.5466667413711548,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.99333381652832,2.43471097946167,32.1009918845807,21.37060414788097,17.25,17.170000076293945,38.63999938964844,20.34000015258789,20.6299991607666,24.619998931884766,24.639999389648438,4.661337366317381,,,,,1.474000096321106,23.124000549316406,40.7599983215332,41.66999816894531,25.600000381469727,76.13888888888889,83.62770562770562,45.76000213623047,33.743842364532014,20.788177339901477
resnet18_50k_88_epochs,8.838000297546387,1.2799999713897705,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.883333206176758,2.3285975456237793,31.109107303877366,21.37060414788097,17.270000457763672,17.369998931884766,38.87999725341797,20.559999465942383,20.6299991607666,24.25,24.34000015258789,4.672140002160527,,,,,1.4940000772476196,23.036001205444336,40.38999938964844,41.5099983215332,24.928001403808594,76.91666666666667,84.25108225108225,45.61600112915039,33.645320197044335,21.03448275862069
resnet18_50k_86_epochs,8.504000663757324,1.3866666555404663,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.553333282470703,2.3285975456237793,31.199278629395856,21.28043282236249,16.940000534057617,17.059999465942383,40.31999969482422,20.0,20.270000457763672,24.34000015258789,24.389999389648438,4.63973209463109,,,,,1.4420000314712524,22.98200035095215,40.619998931884766,41.75,25.07200050354004,76.59722222222223,84.06926406926407,45.34400177001953,33.20197044334975,20.44334975369458
resnet18_50k_85_epochs,8.065999984741211,1.440000057220459,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.910000324249268,2.130126476287842,30.568079350766457,19.657348963029754,17.0,16.940000534057617,38.87999725341797,20.10999870300293,20.3799991607666,24.119998931884766,24.389999389648438,4.834179539807713,,,,,1.4580000638961792,22.814001083374023,40.15999984741211,41.369998931884766,24.944000244140625,76.00694444444444,83.21212121212122,44.89600372314453,34.13793103448276,21.822660098522167
resnet18_50k_83_epochs,8.90000057220459,1.4800000190734863,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.433333396911621,2.179252862930298,30.47790802524797,19.74752028854824,16.770000457763672,16.770000457763672,38.959999084472656,20.1299991607666,20.299999237060547,24.1299991607666,24.389999389648438,4.839580857729286,,,,,1.3960000276565552,22.716001510620117,40.599998474121094,41.41999816894531,25.376001358032227,76.22222222222223,83.94805194805195,45.16800308227539,33.89162561576355,22.11822660098522
resnet18_50k_81_epochs,8.270000457763672,1.440000057220459,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.473333358764648,2.3069820404052734,29.666366095581605,20.018034265103697,16.309999465942383,16.510000228881836,38.39999771118164,19.94999885559082,20.029998779296875,23.889999389648438,23.850000381469727,4.7369558172194015,,,,,1.3600000143051147,22.624000549316406,40.459999084472656,41.12999725341797,25.136001586914062,75.63194444444444,83.27272727272728,45.0880012512207,33.34975369458128,20.935960591133004
resnet18_50k_84_epochs,8.34000015258789,1.346666693687439,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.610000610351562,2.3502132892608643,30.207394048692514,21.37060414788097,16.459999084472656,16.459999084472656,37.36000061035156,19.709999084472656,19.719999313354492,23.559999465942383,23.76999855041504,4.553311007885924,,,,,1.346000075340271,22.556001663208008,39.98999786376953,41.20000076293945,24.944000244140625,75.9513888888889,83.5930735930736,45.44000244140625,31.92118226600985,21.2807881773399
resnet18_50k_82_epochs,8.190000534057617,1.2400000095367432,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.510000228881836,2.1969385147094727,30.748422001803426,21.37060414788097,16.619998931884766,16.520000457763672,38.0,19.69999885559082,19.779998779296875,23.459999084472656,23.799999237060547,4.82877822188614,,,,,1.3260000944137573,22.32200050354004,39.75,40.84000015258789,24.68800163269043,75.89583333333333,83.68831168831169,45.05600357055664,31.67487684729064,20.492610837438423
resnet18_50k_80_epochs,8.756000518798828,1.2266666889190674,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.233333587646484,2.2598204612731934,29.39585211902615,20.468890892696123,16.579999923706055,16.489999771118164,37.91999816894531,19.729999542236328,19.850000381469727,23.709999084472656,23.75,4.720751863454683,,,,,1.3320000171661377,22.1820011138916,39.82999801635742,41.12999725341797,24.336000442504883,76.52083333333334,83.44588744588745,44.544002532958984,35.8128078817734,21.921182266009854
resnet18_50k_78_epochs,8.144000053405762,1.3200000524520874,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.616666793823242,2.4032700061798096,29.666366095581605,20.91974752028855,16.369998931884766,16.399999618530273,36.23999786376953,19.299999237060547,19.299999237060547,23.28999900817871,23.189998626708984,4.893594036945014,,,,,1.4140000343322754,21.934001922607422,39.439998626708984,40.32999801635742,25.088001251220703,74.74305555555556,82.45021645021644,44.272003173828125,32.66009852216749,21.527093596059114
resnet18_50k_76_epochs,8.236000061035156,1.346666693687439,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.443333625793457,2.346283197402954,31.920649233543735,21.37060414788097,15.979999542236328,15.6899995803833,37.599998474121094,18.939998626708984,19.219999313354492,22.65999984741211,22.989999771118164,4.358863562709301,,,,,1.4260001182556152,21.898000717163086,39.34000015258789,40.63999938964844,24.880001068115234,75.74305555555556,83.35930735930735,44.09600067138672,31.87192118226601,20.098522167487683
resnet18_50k_79_epochs,8.200000762939453,1.3733333349227905,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.170000076293945,2.2165892124176025,29.846708746618578,19.74752028854824,16.34000015258789,16.18000030517578,37.7599983215332,18.8799991607666,19.270000457763672,22.639999389648438,23.1299991607666,4.6991465917683914,,,,,1.2960000038146973,21.860000610351562,39.27000045776367,39.93000030517578,24.448001861572266,75.47916666666666,82.96103896103895,44.19200134277344,32.9064039408867,20.738916256157637
resnet50_imagenet_subsample_1_of_32_batch64_original_images,7.192000389099121,1.4266667366027832,21.422000885009766,18.658000946044922,14.596000671386719,14.10400104522705,9.944000244140625,9.68600082397461,6.01200008392334,5.826000213623047,3.3360002040863037,3.254000186920166,21.422000885009766,4.552000045776367,2.6560001373291016,2.4120001792907715,1.2860000133514404,1.1360000371932983,0.5360000133514404,0.5139999985694885,0.29200002551078796,0.29200002551078796,9.964000701904297,8.324000358581543,6.758000373840332,5.688000202178955,3.8480002880096436,3.252000093460083,2.556000232696533,2.130000114440918,1.7640000581741333,1.5220000743865967,18.2760009765625,16.834001541137695,12.53600025177002,11.75200080871582,17.268001556396484,15.836000442504883,14.562000274658203,13.632000923156738,9.68600082397461,9.272000312805176,21.422000885009766,4.176000118255615,2.6560001373291016,2.4180002212524414,1.5540000200271606,1.4380000829696655,1.2480000257492065,1.2720000743865967,0.550000011920929,0.6440000534057617,21.422000885009766,6.3580002784729,2.448000192642212,2.324000120162964,1.2920000553131104,1.1320000886917114,1.1660000085830688,0.9980000257492065,0.7980000376701355,0.7640000581741333,21.422000885009766,14.178000450134277,9.290000915527344,6.6020002365112305,4.9120001792907715,3.6540002822875977,3.052000045776367,2.384000062942505,1.630000114440918,1.3000000715255737,21.422000885009766,9.398000717163086,5.982000350952148,4.904000282287598,2.2960000038146973,1.7020000219345093,0.7000000476837158,0.5320000052452087,0.23200000822544098,0.19600000977516174,11.506000518798828,7.4720001220703125,4.708000183105469,3.6740002632141113,2.638000011444092,21.422000885009766,7.1020002365112305,4.080000400543213,3.200000047683716,2.188000202178955,1.600000023841858,0.550000011920929,0.4280000329017639,0.24800001084804535,0.20000000298023224,21.422000885009766,19.194000244140625,19.014001846313477,17.966001510620117,18.21200180053711,17.130001068115234,15.328001022338867,14.372000694274902,11.50200080871582,10.44800090789795,14.234000205993652,12.348000526428223,9.452000617980957,8.272000312805176,5.8520002365112305,5.25600004196167,3.876000165939331,3.444000244140625,3.0240001678466797,2.752000093460083,21.422000885009766,18.73200035095215,17.222000122070312,18.052000045776367,13.718000411987305,14.964000701904297,7.798000335693359,8.34000015258789,5.186000347137451,4.565999984741211,21.422000885009766,10.086000442504883,7.692000389099121,7.242000579833984,13.702000617980957,13.434000968933105,4.668000221252441,4.776000022888184,2.7140002250671387,2.7820000648498535,21.422000885009766,9.072000503540039,5.646000385284424,4.490000247955322,2.368000030517578,1.8840000629425049,0.6300000548362732,0.5440000295639038,0.320000022649765,0.29200002551078796,5.454000473022461,7.1700005531311035,2.1720001697540283,1.9280000925064087,2.2260000705718994,2.368000030517578,1.1740000247955322,1.1440000534057617,0.8320000171661377,0.7520000338554382,21.422000885009766,20.286001205444336,12.578001022338867,12.816000938415527,9.492000579833984,7.490000247955322,5.124000072479248,5.946000099182129,3.370000123977661,3.1580002307891846,21.422000885009766,11.236000061035156,9.390000343322754,8.22800064086914,4.080000400543213,3.1660001277923584,2.3580000400543213,1.8380000591278076,1.194000005722046,0.9360000491142273,21.422000885009766,10.656000137329102,9.320000648498535,8.668000221252441,7.504000186920166,6.988000392913818,6.484000205993652,6.0460004806518555,5.656000137329102,5.116000175476074,6.626667022705078,1.3382067680358887,29.756537421100088,20.28854824165915,15.579999923706055,15.549999237060547,34.47999954223633,18.809999465942383,18.90999984741211,22.869998931884766,23.119998931884766,4.040185805336502,20.030000686645508,9.360000610351562,10.350000381469727,5.420000076293945,1.2660000324249268,21.422000885009766,38.14999771118164,38.57999801635742,22.144001007080078,75.47916666666666,83.75757575757575,42.944000244140625,33.793103448275865,20.492610837438423
resnet18_50k_77_epochs,8.24000072479248,1.5600000619888306,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.506667137145996,2.483837366104126,28.85482416591524,19.296663660955815,15.929999351501465,15.59999942779541,35.84000015258789,18.779998779296875,19.09000015258789,22.799999237060547,22.8799991607666,4.380468834395593,,,,,1.246000051498413,21.36600112915039,38.56999969482422,39.66999816894531,23.440000534057617,72.52083333333333,80.57142857142857,43.58400344848633,33.8423645320197,21.970443349753694
resnet18_50k_75_epochs,7.830000400543213,1.4133334159851074,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.103333473205566,2.3777241706848145,31.01893597835888,21.009918845807032,15.989999771118164,16.09000015258789,36.71999740600586,18.93000030517578,18.809999465942383,22.40999984741211,22.469999313354492,4.666738684238955,,,,,1.2380000352859497,21.34600067138672,38.689998626708984,40.02000045776367,24.59200096130371,74.31944444444444,82.20779220779221,43.60000228881836,32.80788177339902,20.738916256157637
resnet18_50k_74_epochs,7.7300004959106445,1.2799999713897705,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.25333309173584,2.183183193206787,31.65013525698828,21.8214607754734,15.539999961853027,15.619999885559082,36.31999969482422,18.959999084472656,19.15999984741211,22.60999870300293,22.719999313354492,4.429080695689748,,,,,1.28000009059906,21.218000411987305,38.14999771118164,39.34000015258789,24.064001083374023,75.53472222222221,83.86147186147186,43.152000427246094,33.34975369458128,21.133004926108374
resnet18_50k_71_epochs,7.6660003662109375,1.2000000476837158,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.49333381652832,2.2814362049102783,30.47790802524797,19.56717763751127,15.239999771118164,15.269999504089355,35.91999816894531,18.69999885559082,18.639999389648438,22.18000030517578,22.34000015258789,4.4020741060818835,,,,,1.2960000038146973,21.038000106811523,38.040000915527344,39.04999923706055,23.744001388549805,74.27083333333333,82.24242424242424,42.832000732421875,31.773399014778324,19.014778325123153
resnet18_50k_72_epochs,7.898000240325928,1.5600000619888306,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.846667289733887,2.413095235824585,29.57619477006312,20.468890892696123,15.25999927520752,15.25999927520752,37.279998779296875,18.529998779296875,18.60999870300293,21.979999542236328,22.10999870300293,4.180620071297397,,,,,1.3060001134872437,20.942001342773438,38.529998779296875,39.48999786376953,24.400001525878906,75.06944444444444,83.6017316017316,42.80000305175781,29.901477832512313,19.064039408866996
resnet18_50k_73_epochs,7.27400016784668,1.3333333730697632,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.529999732971191,2.2205193042755127,29.666366095581605,18.935978358881876,15.420000076293945,15.359999656677246,35.84000015258789,18.479999542236328,18.69999885559082,21.529998779296875,21.779998779296875,4.11040293831695,,,,,1.1260000467300415,20.608001708984375,37.84000015258789,38.66999816894531,23.45600128173828,73.24305555555556,81.46320346320346,42.384002685546875,32.364532019704434,20.591133004926107
resnet18_50k_67_epochs,7.13200044631958,1.440000057220459,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.386667251586914,2.2853662967681885,30.207394048692514,21.009918845807032,14.399999618530273,14.569999694824219,36.55999755859375,17.510000228881836,17.579999923706055,20.81999969482422,20.85999870300293,4.223830614669979,,,,,1.1880000829696655,20.222000122070312,37.20000076293945,38.07999801635742,23.472002029418945,73.80555555555556,81.80952380952381,42.496002197265625,31.576354679802954,20.246305418719214
resnet18_50k_70_epochs,7.460000514984131,1.3600000143051147,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.953333377838135,2.1989035606384277,31.46979260595131,21.190261496844006,15.429999351501465,15.339999198913574,36.39999771118164,17.8799991607666,18.139999389648438,22.119998931884766,22.3799991607666,4.0671923949443665,,,,,1.1920000314712524,20.152000427246094,37.40999984741211,38.189998626708984,22.48000144958496,73.80555555555556,82.21645021645023,41.80800247192383,32.118226600985224,20.04926108374384
resnet18_50k_66_epochs,7.440000534057617,1.4666666984558105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.816667079925537,1.9552359580993652,29.486023444544635,18.935978358881876,14.639999389648438,14.50999927520752,35.439998626708984,17.60999870300293,17.719999313354492,21.119998931884766,21.149999618530273,4.11040293831695,,,,,1.1120001077651978,19.79800033569336,36.39999771118164,37.65999984741211,22.224000930786133,74.20833333333333,82.27705627705629,41.84000015258789,30.640394088669954,19.753694581280786
resnet18_50k_64_epochs,7.084000110626221,1.3333333730697632,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.130000114440918,1.8668081760406494,30.47790802524797,21.911632100991884,14.049999237060547,14.109999656677246,34.63999938964844,16.8799991607666,16.889999389648438,20.53999900817871,20.59000015258789,4.191422707140542,,,,,1.3000000715255737,19.452001571655273,36.130001068115234,37.73999786376953,22.928001403808594,73.875,81.87012987012987,40.68800354003906,33.497536945812804,22.266009852216747
resnet18_50k_69_epochs,6.104000091552734,1.0800000429153442,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.470000267028809,1.9572010040283203,27.051397655545532,18.214607754733994,14.229999542236328,14.1899995803833,35.040000915527344,17.03999900817871,17.239999771118164,20.219999313354492,20.309999465942383,3.867343631846171,,,,,1.1740000247955322,19.446001052856445,36.369998931884766,37.57999801635742,22.816001892089844,72.64583333333333,81.44588744588745,40.944000244140625,30.985221674876843,19.60591133004926
resnet18_50k_68_epochs,6.37000036239624,1.2400000095367432,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.860000133514404,2.067244529724121,29.215509467989182,19.116321009918845,14.229999542236328,14.130000114440918,34.31999969482422,16.959999084472656,17.139999389648438,20.729999542236328,20.75,4.4398833315328945,,,,,1.1019999980926514,19.394001007080078,35.939998626708984,37.31999969482422,22.80000114440918,71.50694444444444,79.55844155844156,41.16800308227539,33.497536945812804,22.06896551724138
resnet18_50k_62_epochs,6.450000286102295,1.3066667318344116,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.210000038146973,1.8098214864730835,26.149684400360684,18.48512173128945,13.6899995803833,13.65999984741211,35.91999816894531,16.40999984741211,16.440000534057617,19.719999313354492,19.619998931884766,4.202225342983688,,,,,1.128000020980835,19.09000015258789,35.040000915527344,36.14999771118164,22.944000244140625,73.70833333333333,81.62770562770562,41.52000045776367,31.231527093596057,21.47783251231527
resnet18_50k_65_epochs,6.372000217437744,1.2666666507720947,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.346667289733887,2.185148239135742,28.85482416591524,19.296663660955815,13.949999809265137,13.889999389648438,34.47999954223633,16.549999237060547,16.850000381469727,20.059999465942383,20.270000457763672,4.099600302473803,,,,,1.1920000314712524,18.858001708984375,35.439998626708984,36.90999984741211,22.400001525878906,72.14583333333333,80.51948051948052,40.992000579833984,27.980295566502463,19.16256157635468
resnet101_3_epochs,7.12000036239624,1.3066667318344116,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.920000076293945,1.9984673261642456,29.035166816952206,19.296663660955815,12.869999885559082,12.719999313354492,36.47999954223633,16.10999870300293,16.149999618530273,19.06999969482422,19.209999084472656,4.547909689964351,,,,,0.9540000557899475,18.6460018157959,35.099998474121094,35.619998931884766,23.440000534057617,72.50694444444444,82.0952380952381,40.624000549316406,36.05911330049261,22.70935960591133
resnet18_50k_63_epochs,5.928000450134277,1.399999976158142,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.396667003631592,1.6270707845687866,28.764652840396753,19.296663660955815,13.50999927520752,13.519999504089355,34.23999786376953,16.35999870300293,16.350000381469727,19.709999084472656,19.770000457763672,3.7485146375715677,,,,,1.0640000104904175,18.282001495361328,34.459999084472656,35.70000076293945,21.87200164794922,69.95138888888889,78.62337662337663,39.28000259399414,31.428571428571427,20.04926108374384
resnet18_50k_61_epochs,6.758000373840332,1.4666666984558105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.326666831970215,1.764625072479248,29.666366095581605,20.649233543733093,13.5,13.4399995803833,32.79999923706055,16.09000015258789,16.139999389648438,19.170000076293945,19.18000030517578,3.878146267689316,,,,,1.0200001001358032,18.142000198364258,34.189998626708984,35.2599983215332,21.168001174926758,70.625,79.17748917748918,39.42400360107422,36.847290640394085,22.70935960591133
resnet18_50k_57_epochs,5.962000370025635,1.3333333730697632,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.1566667556762695,1.764625072479248,27.862939585211905,18.034265103697024,12.90999984741211,12.90999984741211,32.23999786376953,15.529999732971191,15.429999351501465,18.78999900817871,18.69999885559082,3.791725180944151,,,,,0.9160000681877136,17.920000076293945,34.02000045776367,34.779998779296875,20.448001861572266,71.0,80.07792207792208,38.52800369262695,30.985221674876843,19.704433497536947
resnet18_50k_58_epochs,6.802000522613525,1.3600000143051147,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.340000152587891,2.0809998512268066,26.78088367899008,18.214607754733994,12.889999389648438,13.069999694824219,34.23999786376953,15.630000114440918,15.670000076293945,18.889999389648438,18.90999984741211,3.775521227179432,,,,,1.0180000066757202,17.744001388549805,33.15999984741211,34.11000061035156,20.256000518798828,72.84722222222221,81.05627705627705,38.96000289916992,32.758620689655174,21.231527093596057
resnet18_50k_59_epochs,5.874000072479248,1.346666693687439,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8.09000015258789,2.037768602371216,26.96122633002705,18.665464382326423,12.859999656677246,12.6899995803833,31.19999885559082,15.389999389648438,15.719999313354492,18.270000457763672,18.399999618530273,3.921356811061899,,,,,0.9460000395774841,17.674001693725586,32.93000030517578,34.22999954223633,21.056001663208008,71.75694444444444,81.11688311688312,38.03200149536133,26.995073891625616,17.832512315270936
resnet18_50k_60_epochs,5.920000076293945,1.3200000524520874,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.383333683013916,1.8668081760406494,30.297565374211,20.018034265103697,13.239999771118164,13.079999923706055,32.55999755859375,15.549999237060547,15.649999618530273,18.850000381469727,18.850000381469727,4.537107054121205,,,,,1.0420000553131104,17.41200065612793,33.45000076293945,34.79999923706055,21.440000534057617,68.31944444444444,76.75324675324676,38.608001708984375,30.78817733990148,20.39408866995074
resnet18_50k_55_epochs,5.446000099182129,1.2666666507720947,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.900000095367432,1.2989054918289185,30.11722272317403,19.74752028854824,12.469999313354492,12.420000076293945,30.0,14.859999656677246,15.089999198913574,17.979999542236328,18.03999900817871,3.7863238630225773,,,,,0.9620000720024109,17.00200080871582,32.75,34.18000030517578,19.808000564575195,68.67361111111111,77.6103896103896,36.8640022277832,31.87192118226601,20.295566502463057
resnet18_50k_53_epochs,5.304000377655029,1.4666666984558105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.7166666984558105,1.5032719373703003,26.330027051397654,19.296663660955815,12.25,12.1899995803833,32.39999771118164,14.929999351501465,14.949999809265137,17.68000030517578,17.709999084472656,3.6728961866695475,,,,,0.9660000205039978,16.832000732421875,32.52000045776367,34.29999923706055,20.256000518798828,70.48611111111111,80.04329004329004,37.61600112915039,29.064039408866993,19.261083743842363
resnet18_50k_56_epochs,5.644000053405762,1.2933334112167358,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.823333263397217,1.4207392930984497,29.666366095581605,20.018034265103697,11.819999694824219,11.9399995803833,32.07999801635742,14.229999542236328,14.09000015258789,17.229999542236328,17.1299991607666,4.05638975910122,,,,,1.0500000715255737,16.726001739501953,32.16999816894531,33.41999816894531,20.016000747680664,71.59027777777777,80.76190476190476,38.25600051879883,32.95566502463054,22.266009852216747
resnet18_50k_54_epochs,5.668000221252441,1.4133334159851074,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.37000036239624,1.47576105594635,26.239855725879167,19.116321009918845,11.699999809265137,11.739999771118164,29.599998474121094,14.34999942779541,14.210000038146973,17.489999771118164,17.369998931884766,3.4946526952576424,,,,,0.8560000658035278,16.37200164794922,31.979999542236328,32.84000015258789,19.296001434326172,68.29166666666666,77.84415584415585,36.25600051879883,28.374384236453203,18.571428571428573
resnet18_50k_51_epochs,5.366000175476074,1.399999976158142,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.013333320617676,1.5327478647232056,28.4941388638413,19.837691614066728,11.779999732971191,11.899999618530273,30.959999084472656,14.15999984741211,14.15999984741211,17.18000030517578,17.149999618530273,3.9267581289834723,,,,,0.9860000610351562,16.056001663208008,31.799999237060547,32.91999816894531,19.904001235961914,68.95833333333333,77.5844155844156,37.263999938964844,33.15270935960591,20.88669950738916
resnet18_50k_52_epochs,5.3480000495910645,1.399999976158142,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.196666717529297,1.6683369874954224,28.764652840396753,19.116321009918845,11.300000190734863,11.380000114440918,30.31999969482422,14.0,13.960000038146973,17.049999237060547,16.869998931884766,3.505455331100789,,,,,0.9080000519752502,15.94800090789795,31.059999465942383,31.84000015258789,19.920000076293945,67.6875,76.31168831168831,36.544002532958984,30.344827586206897,19.458128078817737
resnet18_50k_49_epochs,5.322000026702881,1.4666666984558105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.733333587646484,1.5366779565811157,28.4941388638413,18.48512173128945,10.880000114440918,10.75,29.51999855041504,13.210000038146973,13.429999351501465,15.75999927520752,15.929999351501465,3.435238198120341,,,,,0.7640000581741333,15.262001037597656,30.149999618530273,30.719999313354492,19.61600112915039,67.97222222222223,77.17748917748918,35.20000076293945,34.285714285714285,21.822660098522167
resnet18_50k_50_epochs,4.738000392913818,1.2666666507720947,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.603333473205566,1.5916996002197266,27.592425608656445,18.84580703336339,11.050000190734863,10.960000038146973,30.8799991607666,13.529999732971191,13.649999618530273,16.219999313354492,16.34000015258789,3.537863238630226,,,,,0.7740000486373901,15.070000648498535,30.26999855041504,31.399999618530273,18.48000144958496,67.26388888888889,76.48484848484848,35.74400329589844,32.364532019704434,20.0
resnet18_50k_46_epochs,5.130000114440918,1.5733333826065063,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.170000076293945,1.4423550367355347,25.428313796212805,17.132551848512172,10.800000190734863,10.710000038146973,30.0,12.719999313354492,12.799999237060547,15.460000038146973,15.519999504089355,3.2029815274927085,,,,,0.6540000438690186,14.486001014709473,28.639999389648438,29.349998474121094,18.04800033569336,65.4375,73.94805194805195,34.720001220703125,37.19211822660098,23.004926108374384
resnet18_50k_48_epochs,4.604000091552734,1.3333333730697632,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.490000247955322,1.6192104816436768,27.50225428313796,19.026149684400362,10.710000038146973,10.630000114440918,29.599998474121094,12.769999504089355,12.869999885559082,15.449999809265137,15.4399995803833,3.213784163335854,,,,,0.7940000295639038,14.422000885009766,29.489999771118164,30.559999465942383,17.68000030517578,65.28472222222223,74.45887445887446,33.952003479003906,28.768472906403943,18.91625615763547
resnet18_50k_47_epochs,3.9640002250671387,1.3600000143051147,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.99666690826416,1.0277270078659058,24.346257889990984,16.952209197475206,9.739999771118164,9.989999771118164,28.0,12.279999732971191,12.269999504089355,14.889999389648438,14.75999927520752,3.52706060278708,,,,,0.6820000410079956,13.696001052856445,28.34000015258789,29.369998931884766,17.584001541137695,60.34722222222222,69.6017316017316,32.720001220703125,27.192118226600986,18.07881773399015
resnet18_50k_45_epochs,4.258000373840332,1.2400000095367432,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.100000381469727,1.0965042114257812,25.60865644724977,17.944093778178537,9.639999389648438,9.649999618530273,26.15999984741211,12.269999504089355,12.069999694824219,14.369999885559082,14.09000015258789,3.138165712433834,,,,,0.7460000514984131,13.52400016784668,26.93000030517578,28.579999923706055,17.280000686645508,65.61111111111111,75.93073593073592,32.704002380371094,24.63054187192118,17.04433497536946
resnet18_50k_44_epochs,4.964000225067139,1.4266667366027832,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.923333644866943,1.3028355836868286,26.600541027953113,18.12443642921551,9.800000190734863,9.579999923706055,27.84000015258789,11.219999313354492,11.319999694824219,14.00999927520752,14.059999465942383,3.2677973425515825,,,,,0.7280000448226929,13.166000366210938,27.15999984741211,28.349998474121094,16.384000778198242,66.16666666666666,75.56709956709958,31.808000564575195,35.51724137931034,21.970443349753694
resnet18_50k_42_epochs,3.6040000915527344,1.4266667366027832,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.9166669845581055,1.067028284072876,23.805229936880075,14.878268710550044,9.489999771118164,9.429999351501465,26.799999237060547,10.719999313354492,10.929999351501465,13.609999656677246,13.789999961853027,3.2299881171005724,,,,,0.6340000033378601,12.842000961303711,26.76999855041504,28.399999618530273,16.576000213623047,60.0625,70.41558441558442,31.50400161743164,33.30049261083744,20.246305418719214
resnet18_50k_41_epochs,4.144000053405762,1.3200000524520874,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.2833333015441895,1.369647741317749,24.797114517583406,16.952209197475206,9.460000038146973,9.529999732971191,28.799999237060547,11.219999313354492,11.069999694824219,13.5,13.389999389648438,2.9869288106297938,,,,,0.612000048160553,12.79800033569336,26.01999855041504,28.10999870300293,16.96000099182129,63.71527777777778,74.56277056277057,32.064002990722656,30.886699507389164,19.556650246305416
resnet18_50k_43_epochs,4.340000152587891,1.4266667366027832,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.059999942779541,1.3932284116744995,29.035166816952206,19.56717763751127,9.34999942779541,9.380000114440918,26.559999465942383,11.210000038146973,11.25,13.789999961853027,13.779999732971191,2.5764286485902557,,,,,0.6380000114440918,12.348000526428223,26.260000228881836,27.15999984741211,16.20800018310547,55.5625,64.04329004329004,31.488000869750977,33.251231527093594,20.935960591133004
resnet18_50k_40_epochs,4.070000171661377,1.3066667318344116,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.193333625793457,0.8626618981361389,26.330027051397654,17.944093778178537,9.130000114440918,9.029999732971191,25.03999900817871,10.619999885559082,10.899999618530273,12.789999961853027,12.929999351501465,3.0193367181592308,,,,,0.6180000305175781,12.218000411987305,25.779998779296875,27.049999237060547,15.93600082397461,65.11111111111111,75.57575757575758,31.072002410888672,26.551724137931032,17.29064039408867
resnet18_50k_38_epochs,3.5320000648498535,1.1466666460037231,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.809999942779541,1.1161547899246216,25.067628494138866,17.583408476104598,8.359999656677246,8.460000038146973,25.84000015258789,10.399999618530273,10.359999656677246,12.369999885559082,12.34000015258789,2.814086637139462,,,,,0.6080000400543213,11.97800064086914,24.799999237060547,26.779998779296875,16.192001342773438,63.38194444444445,74.21645021645021,31.584001541137695,29.40886699507389,18.275862068965516
resnet18_50k_39_epochs,3.7920002937316895,1.2933334112167358,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.440000057220459,1.0827487707138062,26.149684400360684,16.771866546438233,8.59000015258789,8.649999618530273,24.079999923706055,10.369999885559082,10.429999351501465,12.699999809265137,12.679999351501465,3.0409419898455226,,,,,0.612000048160553,11.822000503540039,24.959999084472656,25.899999618530273,15.808000564575195,61.076388888888886,71.56709956709958,29.76000213623047,30.738916256157633,20.0
resnet101_2_epochs,3.3600001335144043,1.506666660308838,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.930000305175781,1.067028284072876,24.165915238954014,15.960324616771867,8.069999694824219,8.029999732971191,23.35999870300293,9.699999809265137,9.769999504089355,11.739999771118164,11.899999618530273,3.1057578049043966,,,,,0.5080000162124634,11.290000915527344,24.3799991607666,25.3799991607666,16.48000144958496,61.236111111111114,71.24675324675324,28.73600196838379,25.02463054187192,16.896551724137932
resnet18_50k_37_epochs,3.5440001487731934,1.4666666984558105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.15333366394043,0.8155004382133484,26.330027051397654,18.48512173128945,8.269999504089355,8.329999923706055,23.600000381469727,9.869999885559082,9.789999961853027,11.989999771118164,11.989999771118164,2.5386194231392456,,,,,0.5760000348091125,11.112000465393066,23.529998779296875,24.729999542236328,15.26400089263916,61.27777777777778,70.53679653679654,28.64000129699707,27.586206896551722,17.536945812807883
resnet18_50k_36_epochs,3.1020002365112305,1.3333333730697632,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.309999942779541,0.96877521276474,27.141568981064022,18.665464382326423,7.319999694824219,7.440000057220459,22.479999542236328,9.359999656677246,9.220000267028809,11.0,10.929999351501465,2.587231284433402,,,,,0.5520000457763672,10.348000526428223,21.779998779296875,23.229999542236328,14.75200080871582,57.25,67.2987012987013,27.39200210571289,23.004926108374384,15.41871921182266
resnet18_50k_35_epochs,2.7980000972747803,1.2400000095367432,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.313333511352539,1.2596043348312378,22.091974752028857,15.1487826871055,7.449999809265137,7.429999828338623,21.600000381469727,8.699999809265137,8.829999923706055,10.779999732971191,11.0,2.9869288106297938,,,,,0.578000009059906,10.238000869750977,21.979999542236328,23.309999465942383,14.576001167297363,57.54166666666667,67.991341991342,25.93600082397461,24.1871921182266,15.8128078817734
resnet18_50k_33_epochs,3.128000259399414,1.2266666889190674,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.173333644866943,1.0061113834381104,25.067628494138866,18.755635707844906,7.71999979019165,7.779999732971191,21.84000015258789,9.269999504089355,9.300000190734863,10.789999961853027,10.84000015258789,2.9653235389435024,,,,,0.5940000414848328,10.154000282287598,22.279998779296875,23.90999984741211,14.672000885009766,60.71527777777778,72.48484848484848,27.168001174926758,29.655172413793103,19.901477832512317
resnet18_50k_31_epochs,3.364000082015991,1.4133334159851074,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.2266669273376465,1.0729234218597412,25.428313796212805,18.394950405770967,6.819999694824219,6.920000076293945,22.8799991607666,8.119999885559082,8.079999923706055,9.719999313354492,9.819999694824219,2.441395700550934,,,,,0.44600000977516174,9.315999984741211,21.579999923706055,22.479999542236328,13.456000328063965,61.4375,72.20779220779221,26.016000747680664,26.502463054187192,17.93103448275862
resnet18_50k_34_epochs,3.056000232696533,1.5600000619888306,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.436666965484619,0.8626618981361389,22.272317403065824,14.156898106402164,6.579999923706055,6.559999942779541,21.03999900817871,7.899999618530273,7.889999866485596,9.760000228881836,9.880000114440918,2.770876093766879,,,,,0.40400001406669617,9.108000755310059,20.8799991607666,21.31999969482422,13.42400074005127,60.402777777777786,72.07792207792207,24.832000732421875,26.798029556650242,17.192118226600986
resnet18_50k_32_epochs,2.9180002212524414,1.0800000429153442,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.546666622161865,0.8862426280975342,25.51848512173129,16.68169522091975,6.75,6.739999771118164,20.079999923706055,7.669999599456787,7.690000057220459,9.5,9.489999771118164,2.7492708220805877,,,,,0.492000013589859,9.098000526428223,21.03999900817871,22.049999237060547,13.760000228881836,57.875,67.64502164502164,25.1200008392334,25.320197044334975,16.699507389162562
resnet18_50k_30_epochs,2.764000177383423,1.346666693687439,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.953333377838135,0.9884258508682251,21.911632100991884,15.329125338142472,6.369999885559082,6.420000076293945,20.639999389648438,7.210000038146973,7.339999675750732,9.279999732971191,9.309999465942383,2.3819812034136327,,,,,0.4320000112056732,8.902000427246094,20.34000015258789,21.44999885559082,13.248001098632812,59.020833333333336,70.83982683982684,25.600000381469727,25.17241379310345,16.995073891625616
resnet18_50k_27_epochs,2.6060001850128174,1.4666666984558105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.160000324249268,0.7192124128341675,22.72317403065825,16.321009918845807,5.949999809265137,5.929999828338623,18.959999084472656,6.87999963760376,6.920000076293945,8.380000114440918,8.399999618530273,2.354974613805769,,,,,0.4700000286102295,8.306000709533691,18.619998931884766,19.93000030517578,12.992000579833984,57.604166666666664,68.94372294372295,23.61600112915039,25.320197044334975,17.04433497536946
resnet18_50k_29_epochs,2.190000057220459,1.3200000524520874,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.696666717529297,0.5305665731430054,23.895401262398558,15.779981965734896,5.989999771118164,5.900000095367432,19.760000228881836,7.159999847412109,7.239999771118164,8.789999961853027,8.809999465942383,2.581829966511829,,,,,0.4180000126361847,8.062000274658203,18.85999870300293,19.139999389648438,12.480000495910645,54.35416666666667,63.20346320346321,23.904001235961914,29.11330049261084,17.586206896551722
resnet18_50k_26_epochs,2.0980000495910645,1.3066667318344116,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.363333225250244,0.5384268164634705,20.829576194770063,13.525698827772766,5.389999866485596,5.480000019073486,17.520000457763672,6.5,6.549999713897705,7.949999809265137,7.929999828338623,1.949875769687804,,,,,0.3920000195503235,7.288000583648682,17.549999237060547,18.260000228881836,11.42400074005127,56.26388888888889,67.67099567099567,21.904001235961914,22.660098522167488,14.334975369458128
resnet18_50k_25_epochs,1.8660000562667847,1.4266667366027832,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.056666851043701,0.7290377616882324,22.272317403065824,15.329125338142472,5.199999809265137,5.150000095367432,16.959999084472656,6.159999847412109,6.230000019073486,7.109999656677246,7.279999732971191,2.2847574808253213,,,,,0.3060000240802765,6.968000411987305,16.869998931884766,17.34000015258789,12.080000877380371,48.71527777777778,61.099567099567096,21.040000915527344,22.70935960591133,14.088669950738916
resnet18_50k_28_epochs,1.5280001163482666,1.3200000524520874,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.6133334636688232,0.585588276386261,18.48512173128945,14.066726780883679,5.0,4.980000019073486,14.880000114440918,6.0,6.079999923706055,7.25,7.289999961853027,2.182132440315437,,,,,0.39000001549720764,6.386000156402588,15.979999542236328,16.139999389648438,10.208000183105469,48.333333333333336,57.7922077922078,17.520000457763672,19.014778325123153,12.807881773399016
resnet18_50k_24_epochs,2.0380001068115234,1.1600000858306885,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.443333387374878,0.6465051770210266,20.018034265103697,14.066726780883679,4.829999923706055,4.819999694824219,16.479999542236328,5.539999961853027,5.559999942779541,6.779999732971191,6.909999847412109,2.387382521335206,,,,,0.3580000102519989,6.320000171661377,15.729999542236328,15.65999984741211,11.200000762939453,48.66666666666667,60.63203463203464,20.512001037597656,26.157635467980295,17.438423645320196
resnet18_50k_21_epochs,1.9200000762939453,1.2799999713897705,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.4533333778381348,0.5777280330657959,17.493237150586115,12.894499549143374,4.329999923706055,4.239999771118164,14.960000038146973,4.759999752044678,4.809999942779541,6.039999961853027,6.21999979019165,1.9228691800799396,,,,,0.3440000116825104,5.744000434875488,14.649999618530273,15.119999885559082,11.168000221252441,47.604166666666664,61.46320346320346,17.87200164794922,20.738916256157637,13.694581280788176
resnet18_50k_23_epochs,1.3380000591278076,1.1600000858306885,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.68666672706604,0.40087249875068665,19.026149684400362,12.984670874661857,4.380000114440918,4.349999904632568,15.279999732971191,5.069999694824219,5.089999675750732,5.96999979019165,5.960000038146973,2.2901587987468943,,,,,0.30400002002716064,5.694000244140625,14.979999542236328,16.049999237060547,10.176000595092773,50.84722222222222,63.03896103896104,17.696001052856445,19.35960591133005,11.625615763546799
resnet18_50k_20_epochs,1.6540000438690186,1.1333333253860474,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.380000114440918,0.5620075464248657,18.48512173128945,11.722272317403066,3.9700000286102295,3.919999837875366,14.0,4.730000019073486,4.650000095367432,6.079999923706055,6.009999752044678,2.144323214864427,,,,,0.3140000104904175,5.674000263214111,13.889999389648438,14.75999927520752,10.544000625610352,45.68055555555556,59.04761904761905,17.968000411987305,20.88669950738916,12.955665024630541
resnet18_50k_22_epochs,1.7320001125335693,1.0133333206176758,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.133333444595337,0.45589423179626465,19.657348963029754,13.435527502254283,4.230000019073486,4.269999980926514,15.119999885559082,4.880000114440918,4.880000114440918,5.839999675750732,5.859999656677246,2.2415469374527386,,,,,0.3320000171661377,5.500000476837158,14.4399995803833,14.649999618530273,10.256000518798828,41.729166666666664,51.38528138528139,17.520000457763672,19.704433497536947,13.201970443349753
resnet18_50k_19_epochs,1.75600004196167,1.0666667222976685,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.633333444595337,0.5109159350395203,19.3868349864743,13.976555455365194,3.819999933242798,3.8499999046325684,13.75999927520752,4.400000095367432,4.46999979019165,5.460000038146973,5.609999656677246,2.182132440315437,,,,,0.2800000011920929,5.278000354766846,13.50999927520752,14.619999885559082,10.0,43.361111111111114,54.68398268398268,16.68800163269043,22.167487684729064,14.58128078817734
resnet101_1_epochs,1.222000002861023,1.18666672706604,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.513333320617676,0.4106978178024292,15.689810640216411,9.738503155996394,3.2699999809265137,3.259999990463257,12.399999618530273,4.059999942779541,4.059999942779541,5.019999980926514,4.989999771118164,1.912066544236794,,,,,0.2600000202655792,4.928000450134277,13.279999732971191,13.399999618530273,9.26400089263916,41.236111111111114,53.44588744588744,14.944000244140625,16.84729064039409,8.12807881773399
resnet18_50k_17_epochs,1.3840000629425049,1.18666672706604,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.7166666984558105,0.40873274207115173,20.91974752028855,13.435527502254283,3.2100000381469727,3.25,12.319999694824219,3.7699999809265137,3.68999981880188,4.509999752044678,4.519999980926514,1.9174678621583667,,,,,0.28600001335144043,4.306000232696533,11.4399995803833,12.420000076293945,9.008000373840332,40.19444444444444,54.008658008658,13.93600082397461,19.261083743842363,12.610837438423644
resnet18_50k_15_epochs,1.25,1.2133333683013916,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.930000066757202,0.46375447511672974,16.321009918845807,11.722272317403066,2.9600000381469727,3.059999942779541,11.279999732971191,3.5899999141693115,3.5199999809265137,4.460000038146973,4.360000133514404,1.7716322782758993,,,,,0.22600001096725464,4.1020002365112305,11.359999656677246,11.469999313354492,8.624000549316406,39.611111111111114,57.57575757575758,13.53600025177002,17.536945812807883,12.11822660098522
resnet18_50k_18_epochs,1.3540000915527344,1.4533333778381348,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.4633333683013916,0.32423511147499084,17.853922452660054,12.894499549143374,2.950000047683716,2.929999828338623,10.800000190734863,3.549999952316284,3.5899999141693115,4.139999866485596,4.139999866485596,1.7446256886680351,,,,,0.2639999985694885,4.064000129699707,10.889999389648438,10.6899995803833,8.880000114440918,36.97222222222222,46.95238095238095,14.91200065612793,18.3743842364532,11.724137931034482
resnet50_lstsq,1.5280001163482666,1.2799999713897705,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.506666660308838,0.39890745282173157,10.73038773669973,3.4265103697024344,2.8899998664855957,2.869999885559082,11.279999732971191,3.2799999713897705,3.43999981880188,3.75,3.8999998569488525,2.662849735335422,,,,,0.2980000078678131,3.9860002994537354,10.819999694824219,10.899999618530273,9.648000717163086,37.701388888888886,48.07792207792208,13.904000282287598,15.566502463054189,3.793103448275862
resnet18_50k_16_epochs,0.9920000433921814,1.2400000095367432,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.6733334064483643,0.3203049898147583,15.779981965734896,10.279531109107303,2.8299999237060547,2.8399999141693115,10.559999465942383,2.929999828338623,2.8899998664855957,3.799999952316284,3.879999876022339,1.5015663821972562,,,,,0.2460000067949295,3.7300002574920654,10.319999694824219,10.559999465942383,7.760000228881836,43.6875,58.62337662337662,12.640000343322754,17.733990147783253,10.44334975369458
resnet18_50k_12_epochs,0.8860000371932983,1.2400000095367432,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.573333501815796,0.3262001872062683,16.05049594229035,11.632100991884581,2.6399998664855957,2.6599998474121094,10.079999923706055,3.1499998569488525,3.1499998569488525,3.809999942779541,3.7799999713897705,1.8904612725505021,,,,,0.21000000834465027,3.4160001277923584,9.859999656677246,10.09000015258789,7.712000370025635,34.85416666666667,47.090909090909086,11.26400089263916,16.354679802955665,10.738916256157635
resnet18_50k_11_epochs,0.8080000281333923,0.9866666793823242,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.443333387374878,0.27510857582092285,16.862037871956716,11.27141568981064,2.359999895095825,2.3399999141693115,9.279999732971191,2.7899999618530273,2.8299999237060547,3.4600000381469727,3.509999990463257,1.5933887868639949,,,,,0.20800000429153442,3.312000274658203,9.479999542236328,9.559999465942383,7.7920002937316895,36.638888888888886,47.94805194805195,11.792000770568848,17.881773399014776,10.738916256157635
resnet18_50k_13_epochs,0.8160000443458557,1.2133333683013916,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.1533334255218506,0.28100377321243286,14.697926059513074,10.73038773669973,2.2200000286102295,2.2300000190734863,8.15999984741211,2.7100000381469727,2.7200000286102295,3.0799999237060547,3.0899999141693115,1.550178243491412,,,,,0.2120000123977661,3.1060001850128174,9.309999465942383,9.479999542236328,7.680000305175781,30.9375,37.688311688311686,11.104000091552734,17.192118226600986,10.886699507389162
resnet18_50k_14_epochs,0.7360000610351562,1.0266666412353516,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.5866668224334717,0.26724833250045776,15.960324616771867,11.541929666366094,2.0999999046325684,2.0799999237060547,8.399999618530273,2.799999952316284,2.879999876022339,3.2100000381469727,3.2200000286102295,2.025494220589824,,,,,0.20400001108646393,3.0380001068115234,8.889999389648438,8.809999465942383,7.424000263214111,26.194444444444443,32.90909090909091,10.432000160217285,16.65024630541872,10.492610837438423
resnet18_50k_10_epochs,0.940000057220459,1.2000000476837158,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.2200000286102295,0.3144097924232483,14.42741208295762,10.279531109107303,2.1499998569488525,2.200000047683716,9.119999885559082,2.6599998474121094,2.690000057220459,3.049999952316284,3.0,1.5879874689424218,,,,,0.20600001513957977,2.866000175476074,8.369999885559082,8.489999771118164,7.184000492095947,37.395833333333336,53.2987012987013,10.960000991821289,15.566502463054189,9.655172413793103
identity32_random_forests,1.1100000143051147,1.399999976158142,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.1000001430511475,0.22401699423789978,10.820559062218214,5.410279531109107,1.5999999046325684,1.5499999523162842,8.559999465942383,2.009999990463257,1.9900000095367432,2.309999942779541,2.2899999618530273,2.2037377120017285,,,,,0.3880000114440918,2.254000186920166,6.909999847412109,6.119999885559082,6.112000465393066,26.70138888888889,33.77489177489178,8.256000518798828,11.182266009852217,4.630541871921182
resnet18_50k_8_epochs,0.6340000033378601,0.9333333373069763,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.8900001049041748,0.17882058024406433,21.28043282236249,14.878268710550044,1.7599999904632568,1.8399999141693115,7.279999732971191,1.9499999284744263,1.9199999570846558,2.3999998569488525,2.369999885559082,1.5231716538835476,,,,,0.2160000056028366,2.2340002059936523,6.429999828338623,6.920000076293945,6.080000400543213,32.263888888888886,41.290043290043286,8.128000259399414,14.285714285714285,9.408866995073891
resnet18_50k_9_epochs,0.5680000185966492,0.9733333587646484,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.8166667222976685,0.2358073592185974,14.607754733994591,9.287646528403966,1.6299999952316284,1.6699999570846558,7.039999961853027,2.0399999618530273,2.069999933242798,2.319999933242798,2.319999933242798,1.7554283245111806,,,,,0.19600000977516174,2.1560001373291016,7.190000057220459,7.329999923706055,5.7920002937316895,25.159722222222225,33.99134199134199,8.784000396728516,13.596059113300493,9.064039408866995
resnet18_50k_7_epochs,0.4300000071525574,1.040000081062317,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.7966667413711548,0.16113503277301788,13.435527502254283,8.656447249774573,1.3700000047683716,1.2999999523162842,6.960000038146973,1.6899999380111694,1.71999990940094,1.8600000143051147,1.8199999332427979,1.5177703359619747,,,,,0.18800000846385956,1.8680000305175781,5.960000038146973,6.699999809265137,5.824000358581543,25.32638888888889,34.51082251082251,7.344000339508057,12.11822660098522,7.241379310344828
resnet18_50k_6_epochs,0.4540000259876251,0.8666666746139526,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.9700000286102295,0.2358073592185974,11.181244364292155,6.943192064923355,1.2699999809265137,1.2599999904632568,5.920000076293945,1.3899999856948853,1.4399999380111694,1.7599999904632568,1.7300000190734863,1.4637571567462462,,,,,0.17000000178813934,1.7480000257492065,5.849999904632568,5.900000095367432,4.720000267028809,22.8125,35.61904761904762,6.656000137329102,11.921182266009852,7.8817733990147785
identity32_lstsq,0.7640000581741333,0.9066666960716248,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.0266666412353516,0.20436637103557587,11.181244364292155,2.0739404869251574,1.2200000286102295,1.25,5.359999656677246,1.3700000047683716,1.3700000047683716,1.6299999952316284,1.5999999046325684,1.8202441395700553,,,,,0.48000001907348633,1.5660001039505005,4.569999694824219,4.360000133514404,3.7920002937316895,27.041666666666668,29.67099567099567,5.88800048828125,14.433497536945813,3.152709359605911
identity32_one_nn,0.706000030040741,0.48000001907348633,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9633333683013916,0.4676845967769623,7.57439134355275,3.1559963931469794,1.1200000047683716,1.1299999952316284,1.5999999046325684,1.149999976158142,1.1699999570846558,1.350000023841858,1.350000023841858,0.907421410824241,,,,,0.27400001883506775,1.4980000257492065,2.25,2.0,2.111999988555908,12.180555555555555,13.047619047619047,2.080000162124634,9.556650246305418,3.645320197044335
resnet18_50k_5_epochs,0.4480000138282776,1.1200000047683716,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.7700001001358032,0.15720489621162415,11.09107303877367,7.21370604147881,1.1699999570846558,1.149999976158142,4.71999979019165,1.350000023841858,1.3799999952316284,1.4900000095367432,1.46999990940094,1.3719347520795073,,,,,0.1300000101327896,1.4620000123977661,5.099999904632568,5.489999771118164,4.832000255584717,26.131944444444443,37.97402597402598,6.496000289916992,10.83743842364532,6.798029556650246
resnet18_50k_4_epochs,0.3100000023841858,1.1600000858306885,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.690000057220459,0.14148440957069397,8.385933273219116,5.5906221821460775,1.0299999713897705,1.0299999713897705,4.0,1.2400000095367432,1.2599999904632568,1.3600000143051147,1.3600000143051147,1.6257966943934319,,,,,0.1600000113248825,1.3320000171661377,4.230000019073486,4.360000133514404,3.680000066757202,20.145833333333332,29.913419913419915,4.960000038146973,13.74384236453202,7.684729064039408
resnet18_50k_3_epochs,0.2900000214576721,0.8533333539962769,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.59333336353302,0.20633143186569214,10.009017132551849,7.57439134355275,0.9799999594688416,0.9799999594688416,3.919999837875366,0.8999999761581421,0.9300000071525574,1.149999976158142,1.1799999475479126,1.3935400237657989,,,,,0.12000000476837158,1.1080000400543213,4.089999675750732,3.7799999713897705,3.3440001010894775,18.96527777777778,34.718614718614724,4.736000061035156,9.113300492610838,5.911330049261084
resnet18_50k_2_epochs,0.25,0.893333375453949,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.5266667604446411,0.07270726561546326,9.377817853922453,6.4923354373309285,0.7099999785423279,0.7099999785423279,3.2799999713897705,0.8299999833106995,0.8399999737739563,0.8499999642372131,0.85999995470047,1.2855136653343415,,,,,0.11800000816583633,0.8080000281333923,3.2699999809265137,2.950000047683716,2.992000102996826,21.09722222222222,34.42424242424242,3.4560000896453857,10.344827586206897,7.044334975369458
resnet18_100k_1_epochs,0.21800000965595245,0.9733333587646484,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0266666412353516,0.1179036796092987,9.287646528403966,5.320108205590622,0.5899999737739563,0.5600000023841858,2.9600000381469727,0.6399999856948853,0.6399999856948853,0.6299999952316284,0.6499999761581421,1.0532569947067085,,,,,0.12600000202655792,0.6800000071525574,2.490000009536743,2.559999942779541,2.432000160217285,19.90972222222222,27.653679653679653,2.81600022315979,11.67487684729064,5.763546798029557
resnet18_50k_1_epochs,0.18800000846385956,0.9600000381469727,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0299999713897705,0.11200849711894989,8.025247971145175,3.69702434625789,0.3100000023841858,0.29999998211860657,2.4800000190734863,0.28999999165534973,0.29999998211860657,0.3700000047683716,0.3799999952316284,1.0208490871772713,,,,,0.12600000202655792,0.40800002217292786,2.0999999046325684,1.7699999809265137,1.312000036239624,19.03472222222222,26.75324675324675,1.9040000438690186,20.44334975369458,10.985221674876847
resnet101_0_epochs,0.20000000298023224,0.7733333706855774,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.7900000214576721,0.13558922708034515,8.926961226330027,3.065825067628494,0.28999999165534973,0.2800000011920929,1.8399999141693115,0.28999999165534973,0.29999998211860657,0.2800000011920929,0.32999998331069946,1.0856649022361455,,,,,0.12200000882148743,0.3320000171661377,1.1799999475479126,1.7899999618530273,2.1600000858306885,20.666666666666668,30.476190476190478,1.8560000658035278,5.960591133004926,1.2807881773399015
resnet50_imagenet_subsample_125_classes_batch64_original_images,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,70.63999938964844,,,,,,,,,,,,,,,,,80.44800567626953,,
resnet50_imagenet_subsample_250_classes_batch64_original_images,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78.23999786376953,,,,,,,,,,,,,,,,,86.09600067138672,,
resnet50_imagenet_subsample_500_classes_batch64_original_images,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,80.23999786376953,,,,,,,,,,,,,,,,,88.28800201416016,,