https://github.com/froukje/gan
https://github.com/froukje/gan
Last synced: 4 months ago
JSON representation
- Host: GitHub
- URL: https://github.com/froukje/gan
- Owner: froukje
- Created: 2021-08-11T19:19:13.000Z (almost 4 years ago)
- Default Branch: main
- Last Pushed: 2021-08-11T19:43:12.000Z (almost 4 years ago)
- Last Synced: 2025-01-13T20:29:11.175Z (5 months ago)
- Language: Jupyter Notebook
- Size: 18.9 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# GAN Examples
This repository contains simple GAN examples. They are partially taken from other tutorials, which are referenced in the notebooks. The purpose is to understand the workflow of a GAN in PyTorch and pytorch-lightning, not to find the best model.
* GAN_simple_example.ipynb: contains a simple GAN example
* SVHN_exploration.ipynb: preprocessing of the MNIST dataset
* Simple_GAN_MNIST.ipynb: contains a simple GAN using the MNIST dataset
* SVHN_preprocessing.py: preprocessing of the SVHN dataset
* GAN_SVHN.py: A GAN vor the SVHN dataset
* WGAN_SVHN.py: A W-GAN (using W-loss) for the SVHN dataset
* SVHN_exploration.ipynb: data exploration and plots of the predictions
All datasets were taken from www.kaggle.de.