GAN

This repository contains different GAN (https://arxiv.org/abs/1406.2661) implementations on different data sets.

Vanilla GAN

The standard GAN implementation with shallow fully connected layers in Generator and Discriminator.

1. On MNIST data set
   • Can be found at ./vanilla_gan
2. On artificial data sampled (2D mixture of gaussians)
   • Can be found at ./vanilla_2d_gan

Info GAN

1. On MNIST data set
   • Can be found at ./info_gan
   • It is possible to choose between a simple network with 2 fully connected layers in generator and discriminator or with a more sophisticated approach with additional convolutional layers.