项目作者: xunhuang1995

项目描述 :
Stacked Generative Adversarial Networks
高级语言: Python
项目地址: git://github.com/xunhuang1995/SGAN.git
创建时间: 2016-12-14T00:42:41Z
项目社区:https://github.com/xunhuang1995/SGAN

开源协议:

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Stacked Generative Adversarial Networks

This repository contains code for the paper “Stacked Generative Adversarial Networks“, CVPR 2017. Part of the code is modified from OpenAI’s implementation of Improved GAN.

Architecture



Samples





Performance Comprison on CIFAR-10

Method Inception Score
Infusion training 4.62 ± 0.06
GMAN (best variant) 5.34 ± 0.05
LR-GAN 6.11 ± 0.06
EGAN-Ent-VI 7.07 ± 0.10
Denoising feature matching 7.72 ± 0.13
DCGAN 6.58
SteinGAN 6.35
Improved GAN(best variant) 8.09 ± 0.07
AC-GAN 8.25 ± 0.07
SGAN (ours) 8.59 ± 0.12

Citations

If you use the code in this repository in your paper, please consider citing:

  1. @inproceedings{huang2017sgan,
  2. title={Stacked Generative Adversarial Networks},
  3. author={Huang, Xun and Li, Yixuan and Poursaeed, Omid and Hopcroft, John and Belongie, Serge},
  4. booktitle={CVPR},
  5. year={2017}
  6. }

Contact

If you have any questions about the code, feel free to email me (xh258@cornell.edu).