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Pytorch implementation of Sobolev GAN (arXiv)

Requires PyTorch 0.4+

Toy problem: Mixture of 8 Gaussians

python gan_toy.py [--options]

G and D are fully connected layers

8 Gaussians

CIFAR10

python gan_cifar10.py [--options]

G is a Resnet like the one in WGAN-GP paper https://arxiv.org/abs/1704.00028

Generated samples (300+ epochs)

CIFAR10 generated0 CIFAR10 generated1

CIFAR10 generated2 CIFAR10 generated3