https://github.com/tjwei/ganotebooks

wgan, wgan2(improved, gp), infogan, and dcgan implementation in lasagne, keras, pytorch
https://github.com/tjwei/ganotebooks

cyclegan dcgan dragan infogan keras lasagne pix2pix pytorch tensorflow wgan wgan-gp

Last synced: 4 days ago
JSON representation

wgan, wgan2(improved, gp), infogan, and dcgan implementation in lasagne, keras, pytorch

• Host: GitHub
• URL: https://github.com/tjwei/ganotebooks
• Owner: tjwei
• License: mit
• Created: 2016-12-09T13:15:33.000Z (about 8 years ago)
• Default Branch: master
• Last Pushed: 2018-02-11T07:24:06.000Z (almost 7 years ago)
• Last Synced: 2025-02-03T05:31:11.248Z (4 days ago)
• Topics: cyclegan, dcgan, dragan, infogan, keras, lasagne, pix2pix, pytorch, tensorflow, wgan, wgan-gp
• Language: Jupyter Notebook
• Homepage:
• Size: 246 MB
• Stars: 1,498
• Watchers: 99
• Forks: 370
• Open Issues: 11
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
# Generative Adversarial Notebooks

## Collection of my Generative Adversarial Network implementations

Most codes are for python3, most notebooks works on 

### CycleGAN

* CycleGAN-lasagne

* CycleGAN-keras

### CycleGAN results

 

Result after 3 hours and 58 epochs on a GTX 1080. From top to bottom: Input, Fake, Recreate of the input.

 

Face-off result. From top to bottom: Input, Fake, Recreate of the input.

[youtube video](https://www.youtube.com/watch?v=Fea4kZq0oFQ)

### pix2pix

* pix2pix-keras: pix2pix GAN Keras implementation

* pix2pix-lasagne: pix2pix GAN Lasagne implementation

* pix2pix-torch: pix2pix GAN pytorch implementation

### pix2pix sample results



Validation result of edges-to-shoes after 12 epochs. From top to bottom: Input, Ground truth, the result.



Validation result of  facades dataset after 150 epochs using resnet. From top to bottom: Input, Ground truth, the result.

### WGAN on CIFAR10

* wgan-keras: Wasserstein GAN  Keras implementation

* wgan-lasagne: Wasserstein GAN Lasagne implementation

* wgan-torch: Wasserstein GAN pytorch implementation based on https://github.com/martinarjovsky/WassersteinGAN

### WGAN2 (improved WGAN/WGAN-gp)

* wgan2-lasagne:  improved WGAN Lasagne implementation (on CIFAR10)

* wgan2-keras: improved WGAN Keras implementation (on CIFAR10)

* wgan2-lasagne-anime: WGAN on anime face images, lasagne 

* wgan2-AC-lasagne:  improved WGAN Lasagne implementation with Auxillary classfier

### WGAN2 sample results

* cifar10 dataset



* cifar10 dataset with Auxillary classfier



* anime face dataset



### InfoGAN 

* mnist-infogan: InfoGAN Lasagne on MNIST dataset

* mnist-infogan-paper-uniform: InfoGAN Lasagne on MNIST dataset (fllowing the paper implementation)

### InfoGAN sample results



### DCGAN

* dcgan-lasagne: DCGAN in Lasagne

### DCGAN sample results