/ProgressiveGAN

Implementation of NVIDIA's Progressive Growing of GANs

Primary LanguagePython

Progressive Growing of GANs

Paper: Progressive Growing of GANs for Improved Quality, Stability, and Variation

Dataset

Results

16x16 Samples

32x32 Samples

64x64 Samples

Usage

  1. Download the above dataset and run the below command. 
    python train.py

Notes

  • If you have high-end GPUs(e.g. Tesla V100), you can train higher resolution images. I have only RTX 2070....
  • To improve the quality, you may change some hyperparmeters(e.g. # of Convolution feature maps (256 -> 512), batch size (>32, important), and update schedule)
  • T. Karras' Official Tensorflow implementation