aniketmaurya / pytorch-gans

PyTorch implementation of GANs (Generative Adversarial Networks). DCGAN, Pix2Pix, CycleGAN, SRGAN

Implementation of Generative Deep Learning Models in PyTorch and PyTorch Lightning

DCGAN

• Paper: Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
• Authors: Alec Radford, Luke Metz, Soumith Chintala
• Code (PyTorch): dcgan.ipynb by Aniket Maurya
• Code (Lightning): dcgan_lightning.ipynb by Aniket Maurya

Pix2Pix

• Paper: Image-to-Image Translation with Conditional Adversarial Networks
• Authors: Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, Alexei A. Efros
• Code (PyTorch): pix2pix.ipynb by Aniket Maurya

To do

• DCGAN
• Pix2Pix
• StyleGAN
• CycleGAN
• SRGAN