https://github.com/aniketmaurya/pytorch-gans

PyTorch implementation of GANs (Generative Adversarial Networks). DCGAN, Pix2Pix, CycleGAN, SRGAN
https://github.com/aniketmaurya/pytorch-gans

cyclegan dcgan gan-models gans generative-adversarial-network pix2pix pytorch pytorch-implementation super-resolution superresolution

Last synced: 3 months ago
JSON representation

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

• Host: GitHub
• URL: https://github.com/aniketmaurya/pytorch-gans
• Owner: aniketmaurya
• Created: 2020-10-17T20:17:30.000Z (over 4 years ago)
• Default Branch: main
• Last Pushed: 2022-03-31T17:47:22.000Z (almost 3 years ago)
• Last Synced: 2024-05-02T03:17:02.315Z (9 months ago)
• Topics: cyclegan, dcgan, gan-models, gans, generative-adversarial-network, pix2pix, pytorch, pytorch-implementation, super-resolution, superresolution
• Language: Jupyter Notebook
• Homepage: http://aniketmaurya.com/ml-resources
• Size: 50.4 MB
• Stars: 20
• Watchers: 2
• Forks: 8
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# Implementation of Generative Deep Learning Models in PyTorch and PyTorch Lightning

## DCGAN

- Paper: [Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks](https://arxiv.org/abs/1511.06434)

- Authors: Alec Radford, Luke Metz, Soumith Chintala

- Code (PyTorch): [dcgan.ipynb](DCGAN/dcgan.ipynb) by [Aniket Maurya](http://aniketmaurya.ml)

- Code (Lightning): [dcgan_lightning.ipynb](DCGAN/dcgan_lightning.ipynb) by [Aniket Maurya](http://aniketmaurya.ml)

## Pix2Pix

- Paper: [Image-to-Image Translation with Conditional Adversarial Networks](https://arxiv.org/abs/1611.07004)

- Authors: Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, Alexei A. Efros

- Code (PyTorch): [pix2pix.ipynb](pix2pix/Pix2Pix_pytorch.ipynb) by [Aniket Maurya](http://aniketmaurya.ml)

## To do

- [x] DCGAN

- [x] Pix2Pix

- [ ] StyleGAN

- [ ] CycleGAN

- [ ] SRGAN