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DCGANs (Deep Convolutional Generative Adversarial Networks)

DCGAN Projects Repository implemented using Keras.

1. GAN trained on CIFAR Dataset

Link to implementation

Pretrained-model

Results

download (5) download (6)

2. CELEB A Face GAN

Link to implementation

Results

final_interpolation ezgif com-crop

3. Fashion MNIST GAN

Link to implementation

Pretrained-model

Results

generated_fig_015 generated_fig_020

GAN Evaluation :

There are several ways to evaluate the performance of GANs, however there is not a single method that captures all the aspects. Most commonly used methods include :

1. Inception Score :

Link to implementation

2. Frechet Inception Distance (FID) Score :

Link to implementation

Sources :

Dataset

Reference

Gan Hacks - Soumith Chintala