Invariant Representations from Adversarially Censored Autoencoders

Ye Wang, Toshiaki Koike-Akino, Deniz Erdogmus

We combine conditional variational autoencoders (VAE) with adversarial censoring in order to learn invariant representations that are disentangled from nuisance/sensitive variation…