https://github.com/prashanthatp/gans

Implementations of different Generative Adversarial Networks
https://github.com/prashanthatp/gans

cyclegan gans generative-adversarial-networks pix2pix vanilla-gan

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Implementations of different Generative Adversarial Networks

• Host: GitHub
• URL: https://github.com/prashanthatp/gans
• Owner: PrashanthaTP
• Created: 2021-09-10T06:37:03.000Z (about 4 years ago)
• Default Branch: main
• Last Pushed: 2021-09-10T07:20:15.000Z (about 4 years ago)
• Last Synced: 2025-04-17T14:16:49.293Z (6 months ago)
• Topics: cyclegan, gans, generative-adversarial-networks, pix2pix, vanilla-gan
• Language: Python
• Homepage:
• Size: 527 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

          
# Generative Adversarial Networks(GANs)

[![python](https://img.shields.io/badge/Python-3776AB?style=for-the-badge&logo=python&logoColor=white)](https://www.python.org/) [![pytorch](https://img.shields.io/badge/PyTorch-EE4C2C?style=for-the-badge&logo=PyTorch&logoColor=white)](https://pytorch.org/) [![GANs](https://img.shields.io/badge/GANs-4BB749?style=for-the-badge&logo=&logoColor=white)](#References)

This repo includes implementation of different types of GANs

## Results

**Vanilla GAN**

![Vanilla GAN output](gifs/vanilla_gan/vanilla_gan_out_Run_28_2_2021__23_38.gif)

**Pix2Pix**

![Pix2Pix GAN output](gifs/pix2pix/pix2pix_out_Run_2_3_2021__11_29.gif)

## References

[1] Generative Adversarial Nets

```bibtex

@article{goodfellow2014generative,

  title={Generative adversarial networks},

  author={Goodfellow, Ian J and Pouget-Abadie, Jean and Mirza, Mehdi and Xu, Bing and Warde-Farley, David and Ozair, Sherjil and Courville, Aaron and Bengio, Yoshua},

  journal={arXiv preprint arXiv:1406.2661},

  year={2014}

}

```

[2] Image-to-Image Translation with Conditional Adversarial Nets

```bibtex

@article{pix2pix2017,

  title={Image-to-Image Translation with Conditional Adversarial Networks},

  author={Isola, Phillip and Zhu, Jun-Yan and Zhou, Tinghui and Efros, Alexei A},

  journal={CVPR},

  year={2017}

}

```

[3] Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks

```bibtex

@inproceedings{CycleGAN2017,

  title={Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks},

  author={Zhu, Jun-Yan and Park, Taesung and Isola, Phillip and Efros, Alexei A},

  booktitle={Computer Vision (ICCV), 2017 IEEE International Conference on},

  year={2017}

}

```