Skip to content
/ VAE Public

Neural net for generating frey faces in pytorch

Notifications You must be signed in to change notification settings

cvybhu/VAE

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

5 Commits
 
 
 
 
 
 
 
 
 
 

Repository files navigation

VAE

Variational Autoencoder for generating faces similar to frey face dataset.
Autoencoders are neural nets that learn to encode image into e.g. 10-dimensional vector and then decode from this vector back to original image.
Variational Autoencoders guarantee probability distribution of this 10-D space, which allows for generating new images.
Here is a nice lecture explaining it

This VAE learns on 2000 face images of Brendan Frey and generates new ones.
Code was based on this pytorch example

Some generated faces:

Original / encoded-decoded comparison

About

Neural net for generating frey faces in pytorch

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages