https://github.com/markovka17/vqvae

VQVAE | VAE | GumbelVAE | PixelCNN
https://github.com/markovka17/vqvae

deep-learning generative-models pytorch representation-learning

Last synced: 10 months ago
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VQVAE | VAE | GumbelVAE | PixelCNN

• Host: GitHub
• URL: https://github.com/markovka17/vqvae
• Owner: markovka17
• License: mit
• Created: 2020-06-06T15:35:54.000Z (about 6 years ago)
• Default Branch: master
• Last Pushed: 2020-06-15T00:51:41.000Z (about 6 years ago)
• Last Synced: 2025-04-28T19:02:06.419Z (about 1 year ago)
• Topics: deep-learning, generative-models, pytorch, representation-learning
• Language: Python
• Homepage:
• Size: 2.7 MB
• Stars: 21
• Watchers: 1
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
# Models:

- [x] PixelCNN

  - https://arxiv.org/abs/1606.05328

  - https://arxiv.org/abs/1601.06759

- [x] VAE 

  - https://arxiv.org/abs/1906.02691

- [x] Gumbel VAE

  - https://arxiv.org/abs/1611.01144

- [x] VQVAE

  - https://arxiv.org/abs/1711.00937

  - https://arxiv.org/abs/1906.00446

# Reconstructions & bits/dim

![](images/reconstructions.png)

# Sampling with PixelCNN prior

![](images/sampling.png)