https://github.com/musyoku/improved-gan

Chainer implementation of GAN / Deep Convolutional GAN (DCGAN) based on "Improved Techniques for Training GANs"
https://github.com/musyoku/improved-gan

chainer dcgan gan

Last synced: 2 months ago
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Chainer implementation of GAN / Deep Convolutional GAN (DCGAN) based on "Improved Techniques for Training GANs"

• Host: GitHub
• URL: https://github.com/musyoku/improved-gan
• Owner: musyoku
• Created: 2016-10-16T12:32:19.000Z (about 8 years ago)
• Default Branch: master
• Last Pushed: 2017-02-10T08:24:52.000Z (almost 8 years ago)
• Last Synced: 2024-08-02T12:21:59.591Z (5 months ago)
• Topics: chainer, dcgan, gan
• Language: Python
• Homepage:
• Size: 92.8 KB
• Stars: 33
• Watchers: 3
• Forks: 8
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Improved Techniques for Training GANs

code for the [paper](https://arxiv.org/abs/1606.03498)

[実装について](http://musyoku.github.io/2016/12/23/Improved-Techniques-for-Training-GANs/)

### Requirements

- Chainer 1.18

# Animeface

45,000枚のアニメ顔画像を学習させました。

[See result (7MB .jpg)](http://musyoku.github.io/images/post/2016-12-22/compare.jpg)

## Analogies

### DCGAN

![image](https://musyoku.github.io/images/post/2016-12-22/analogy.jpg)

[larger image](http://musyoku.github.io/images/post/2016-12-22/analogy.jpg)

### DCGAN + Feature matching

![image](https://musyoku.github.io/images/post/2016-12-22/analogy_fm.jpg)

[larger image](http://musyoku.github.io/images/post/2016-12-22/analogy_fm.jpg)

### DCGAN + Minibatch discrimination

![image](https://musyoku.github.io/images/post/2016-12-22/analogy_md.jpg)

[larger image](http://musyoku.github.io/images/post/2016-12-22/analogy_md.jpg)

### DCGAN + Minibatch discrimination + Feature matching

![image](https://musyoku.github.io/images/post/2016-12-22/analogy_fm_md.jpg)

[larger image](http://musyoku.github.io/images/post/2016-12-22/analogy_fm_md.jpg)

# Semi-supervised MNIST Classification

![semi_supervised_seed_1](https://musyoku.github.io/images/post/2016-12-22/semi_supervised_seed_1.png)

![semi_supervised_seed_2](https://musyoku.github.io/images/post/2016-12-22/semi_supervised_seed_2.png)