DCGANs (Deep Convolutional Generative Adversarial Networks)

DCGAN Projects Repository implemented using Keras.

1. GAN trained on CIFAR Dataset

Link to implementation

Pretrained-model

Results

2. CELEB A Face GAN

Link to implementation

Results

3. Fashion MNIST GAN

Link to implementation

Pretrained-model

Results

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