Enhancing Variational Generation Through Self-Decomposition
Enhancing Variational Generation Through Self-Decomposition
In this article we introduce the notion of Split Variational Autoencoder (SVAE), whose output <i>x</i> is obtained as a weighted sum σ ⊙ <i>x</i><sub>1</sub> + (1 - σ) ⊙ <i>x</i><sub>2</sub> of two generated images <i>x</i><sub>1</sub>,<i>x</i><sub>2</sub>, and σ is a learned compositional map. The composing images <i>x</i><sub>1</sub>,<i>x</i><sub>2</sub>, as well as the …