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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