moono / GANs

Study Generative Adversarial Networks

GAN

• Generative Adversarial Networks
  • GAN
  • CGAN
  • WGAN
  • WGAN-GP

Results - MNIST

Type	Generation	Loss
GAN
WGAN
WGAN-GP
CGAN
ACGAN

Results - fashion-MNIST

Type	Generation	Loss
GAN
WGAN
WGAN-GP
CGAN
ACGAN

Prerequisites

• Ubuntu 16.04
• tensorflow-gpu==1.13.1
• tensorflow-datasets==1.0.1

Data sets

• MNIST & fashion-MNIST: dataset_loader.py

Reference

• Based on: https://github.com/hwalsuklee/tensorflow-generative-model-collections