Composable Latent Space Augmentations

Towards Composable Distributions of Latent Space Augmentations

A composable latent space augmentation framework using VAEs that allows augmentations to be combined through linear transformations, preserving specific augmentation variances and improving geometric interpretability over standard and Conditional VAEs.

March 2023 · Omead Pooladzandi, Jeffrey Jiang, Sunay Bhat, Gregory Pottie