OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations

Pramuditha Perera, Ramesh Nallapati, Bing Xiang

We present a novel model called OCGAN for the classical problem of one-class novelty detection, where, given a set of examples from a particular class, the goal is to determine if…