Phrungck/generative-models

Implementations of various generative models.

Generative models

PyTorch implementation of various generative models.

Vanilla-GAN

The first version of generative adversarial networks (GAN).

Paper: https://arxiv.org/abs/1406.2661

Code (2021): https://github.com/Phrungck/generative-models/blob/main/models/vanilla.py

DCGAN

Improvements from vanilla-GAN which uses convolutions and other tricks to help train the models.

Paper: https://arxiv.org/abs/1511.06434

Coda (2021): https://github.com/Phrungck/generative-models/blob/main/models/dcgan.py