Collection of generative models in Tensorflow

GAN, or Generative Adversarial Network, has been more and more popular, especially when you train your network creates something other than classification and regression. Github repository has kinderly collect all the variations of GANs and their implementation in a single repository.

Lists

Name Paer Link Value Function
GAN Arxiv
LSGAN Arxiv
WGAN Arxiv
DRAGAN Arxiv
CGAN Arxiv
infoGAN Arxiv
ACGAN Arxiv
EBGAN Arxiv
BEGAN Arxiv

Variants of GAN structure

Random generation

All results are randomly sampled.

Name Epoch 1 Epoch 2 Epoch 10
GAN
LSGAN
WGAN
DRAGAN
EBGAN
BEGAN
Written on August 29, 2017