https://github.com/narumiruna/mnist-gans

https://github.com/narumiruna/mnist-gans

gan generative-adversarial-network lsgan mnist pytorch wasserstein-gan wgan wgan-gp

Last synced: 6 months ago
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• Host: GitHub
• URL: https://github.com/narumiruna/mnist-gans
• Owner: narumiruna
• Created: 2018-01-19T16:48:00.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2018-03-04T13:56:33.000Z (over 7 years ago)
• Last Synced: 2025-01-31T17:58:43.215Z (8 months ago)
• Topics: gan, generative-adversarial-network, lsgan, mnist, pytorch, wasserstein-gan, wgan, wgan-gp
• Language: Python
• Homepage:
• Size: 41 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# MNIST GANs

## Results

### GAN

![](https://media.giphy.com/media/x4aZVR7xtIrXJvPOXX/giphy.gif)

### WGAN

![](https://media.giphy.com/media/5VuUbKvpplGZCNswC7/giphy.gif)

### WGAN-GP

![](https://media.giphy.com/media/39qzAVy7qhuKHQebJ6/giphy.gif)

### LSGAN

![](https://media.giphy.com/media/kwJZzKqQgHGrOg0431/giphy.gif)

## References

 - [Generative Adversarial Networks](https://arxiv.org/abs/1406.2661)

 - [Wasserstein GAN](https://arxiv.org/abs/1701.07875)

 - [Improved Training of Wasserstein GANs](https://arxiv.org/abs/1704.00028)

 - [Least Squares Generative Adversarial Networks](https://arxiv.org/abs/1611.04076)