https://github.com/lyeoni/pytorch-mnist-gan

https://github.com/lyeoni/pytorch-mnist-gan

deep-learning gan generative-adversarial-network generative-model mnist pytorch

Last synced: about 1 year ago
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• Host: GitHub
• URL: https://github.com/lyeoni/pytorch-mnist-gan
• Owner: lyeoni
• Created: 2018-10-25T02:34:32.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2018-10-26T06:17:09.000Z (over 7 years ago)
• Last Synced: 2025-03-22T14:02:14.680Z (about 1 year ago)
• Topics: deep-learning, gan, generative-adversarial-network, generative-model, mnist, pytorch
• Language: Jupyter Notebook
• Size: 10.9 MB
• Stars: 66
• Watchers: 3
• Forks: 39
• Open Issues: 4
• Metadata Files:
  • Readme: README.md

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README

          
# pytorch-mnist-GAN

Pytorch implementation of GAN(Generative Adversarial Networks) on the MNIST data set

## Dependencies

- PyTorch

- torchvision

- numpy

## Results

|   Mode collapsing  |  After 100 epochs |  After 200 epochs |

|:--------:|:--------:|:--------:|

|![alt text](https://github.com/lyeoni/pytorch-mnist-GAN/blob/master/samples/mode_collapsing.png) | ![alt text](https://github.com/lyeoni/pytorch-mnist-GAN/blob/master/samples/sample1_.png) |![alt text](https://github.com/lyeoni/pytorch-mnist-GAN/blob/master/samples/sample2_.png)|

## Reference

1. Goodfellow, Ian, et al. "Generative Adversarial Networks": 

https://arxiv.org/pdf/1406.2661.pdf

2. znxlwm/pytorch-MNIST-CelebA-GAN-DCGAN (github): 

https://github.com/znxlwm/pytorch-MNIST-CelebA-GAN-DCGAN

3. prcastro/pytorch-gan (github): 

https://github.com/prcastro/pytorch-gan