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SphereGAN-Tensorflow

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

<div align="center"> <img src="./assets/architecture.png" height = '300px'> </div>

Usage

├── 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

isp

Moment mode

<img src="./assets/moment.png" height = '500px'>

Results

Score

score

Image (64x64)

Mnist

mnist

Cifar10

cifar

Lsun bedroom

lsun

CelebA

celeb

Author

Junho Kim