GAN-Tensorflow
Introduction
Implementation of GAN (Generative Adversarial Nets) in Tensorflow
Tasks:
-
Simple vanila GAN on MNIST
- Two Fully-Connected layers for both Discriminator and Generator.
- Training result in gif:
-
Simple vanila GAN on MNIST
- Small ConvNets for both Disctiminator and Generator.
- Training result in gif:
Reference
Generative Adversarial Networks (2014) by Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, Yoshua Bengio.
Understanding the difficulty of training deep feedforward neural networks (2009) by Xavier Glorot, Yoshua Bengio.