Thursday, May 7, 2020

How to Generate Faces Using VAE with Keras?

Variational Autoencoder(VAE) can do many amazing things if we increase the latent space dimensionality from 2D to multi-dimensional space for generating faces.

In the previous tutorial, we have learned about building the VAE and trained with MNIST handwritten digits dataset and also done analysis with testing data. Go through it once.

Welcome to aiRobott, I am Kishor Kumar Vajja. In this tutorial we will learn how to generate celebrity faces using VAE with Keras, and we will 
  • Generate new faces from latent space,  
  • Multi variate standard normal distribution latent space points ,
  • Latent space arithmetic functions and morphing between faces.