gelang93 / variational-autoencoder-theano

Variational Autoencoders (VAEs) in Theano for Images and Text

##Variational Auto-encoder

run: python main_mnist.py

 python main_face.py

Visualization

• Reconstructions:

- 2d latent space

- Generations from positions

- Visualizatin code from: https://jmetzen.github.io/2015-11-27/vae.html

Reference

• Kingma, Diederik P., and Max Welling. "Auto-encoding variational bayes." arXiv preprint arXiv:1312.6114 (2013).
• Jan Hendrik Metzen's blog post: "Variational Autoencoder in TensorFlow"