https://github.com/musyoku/began

Chainer implementation of Boundary Equilibrium GAN
https://github.com/musyoku/began

began dcgan

Last synced: 3 months ago
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Chainer implementation of Boundary Equilibrium GAN

• Host: GitHub
• URL: https://github.com/musyoku/began
• Owner: musyoku
• Created: 2017-04-03T13:52:28.000Z (almost 8 years ago)
• Default Branch: master
• Last Pushed: 2017-04-17T13:09:50.000Z (almost 8 years ago)
• Last Synced: 2024-08-02T12:21:59.213Z (6 months ago)
• Topics: began, dcgan
• Language: Python
• Size: 70.3 KB
• Stars: 7
• Watchers: 2
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
## Boundary Equilibrium GAN

- Code for the [paper](https://arxiv.org/abs/1703.10717)

- [実装について](http://musyoku.github.io/2017/04/16/Boundary-Equilibrium-Generative-Adversarial-Networks/)

### Requirements

- Chainer

## Mixture of Gaussians Dataset

![image](https://github.com/musyoku/musyoku.github.io/blob/master/images/post/2017-04-16/gaussian.png?raw=true)

## Animeface Dataset

### Generator output (96x96)

![image](https://github.com/musyoku/musyoku.github.io/blob/master/images/post/2017-04-16/gen_output.png?raw=true)

### Interpolation of Generator output

![image](https://github.com/musyoku/musyoku.github.io/blob/master/images/post/2017-04-16/analogy.png?raw=true)

pretrained model:

https://drive.google.com/open?id=0ByQaxyG1S5JRc28wMDNjMWp0NTA

```

├── train_animeface

    ├── model

    |   ├── discriminator.hdf5

    |   ├── generator.hdf5

    |   └── model.json

    ├── interpolate.py

    └── train.py

```

### Mode collapse

![image](https://github.com/musyoku/musyoku.github.io/blob/master/images/post/2017-04-16/mode_collapse_2.png?raw=true)