RelativisticGAN-Tensorflow

Simple Tensorflow implementation of RelativisticGAN

Issue

Usage

dataset

> python download.py celebA
├── dataset
   └── YOUR_DATASET_NAME
       ├── xxx.jpg (name, format doesn't matter)
       ├── yyy.png
       └── ...

train

test

Summary

"the discriminator estimates the probability that the given real data is more realistic than a randomly sampled fake data"

= RGAN

"the discriminator estimates the probability that the given real data is more realistic than fake data, on average"

= RaGAN

Idea

idea

Formulation

Name Formulation
GAN

  RGAN|   RaGAN|   RaGAN-GP|   RaLSGAN|   RaHingeGAN|

Results

Name Original Original + Ra
GAN

  LSGAN | | |   DRAGAN | | |

Error

Original DRAGAN

dragan_error

Author

Junho Kim