https://github.com/ajithvcoder/gan_unlocked

Generative AI - Contains pytorch implementation of GANs
https://github.com/ajithvcoder/gan_unlocked

cnn deep-learning gan generative-adversarial-network generative-ai pytorch

Last synced: 3 months ago
JSON representation

Generative AI - Contains pytorch implementation of GANs

• Host: GitHub
• URL: https://github.com/ajithvcoder/gan_unlocked
• Owner: ajithvcoder
• Created: 2018-10-19T14:16:24.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2022-11-30T14:00:46.000Z (over 2 years ago)
• Last Synced: 2025-01-12T19:30:41.404Z (4 months ago)
• Topics: cnn, deep-learning, gan, generative-adversarial-network, generative-ai, pytorch
• Language: Jupyter Notebook
• Homepage:
• Size: 96.7 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
## Generative Adverserial Network

This repo provides explanations with references for loss function used in different types of GAN which is a critical part of neural network for its progress.

Also it provides end to end explanation for entire code

**Contents**

S.NO | Topic Name | Usage | Link

---  | ---------  | ----- | ----

1    | Warm_up    | contains basic codes to caculate loss function in pytorch and basic python        | [here](./001_warm_up/)

2    |  GAN        |      |

3    |  DC GAN     |      |

4    | Vanilla GAN | Generate Handwritten Digits|

5    | Conditional GAN | Generate Specific Digits|

6    | Progressive GAN | HUman faces with progressive GAN|

7    | Artistic Style Transfer GAN |     |

8    | Couples GAN |    |

9    | Super Resolution GAN |   |

10    | Pix2Pix GAN |    |

11   | Cycle GAN   |    |

12   | Vid2Vid GAN |    |

**Results**

**WarmUp**

- python neural network

![Result](./001_warm_up/assets/xor_python_result.png)

- pytorch neural network

![Result](./001_warm_up/assets/xor_pytorch_result.png)

**Credits:**

- [GAN_Notebooks](https://github.com/Kyushik/Generative-Model.git)

- [GAN_TF](https://github.com/hwalsuklee/tensorflow-generative-model-collections)

- [GAN_Pytorch](https://github.com/contributeToWorld/PyTorch-GAN)