taki0112/SphereGAN-Tensorflow

Simple Tensorflow implementation of SphereGAN (CVPR 2019 Oral)

SphereGAN-Tensorflow

Simple Tensorflow implementation of SphereGAN (CVPR 2019 Oral) | paper | supplementary materials

Usage

• mnist and cifar10 are used inside keras
• For your dataset, put images like this:

├── dataset
   └── YOUR_DATASET_NAME
       ├── xxx.jpg (name, format doesn't matter)
       ├── yyy.png
       └── ...

Train

> python main.py --dataset mnist --gan_type sphere --phase train

Test

> python main.py --dataset mnist --gan_type sphere --phase test

Analysis

Inverse of stereographic projection

Moment mode

Results

Score

Image (64x64)

• The paper only posted the results for 32x32 images, but I also tried 64x64

Mnist

Cifar10

Lsun bedroom

CelebA

Author

Junho Kim