Robust One-Class Classification with Signed Distance Function using 1-Lipschitz Neural Networks

Louis Bethune, Paul Novello, Thibaut Boissin +4

We propose a new method, dubbed One Class Signed Distance Function (OCSDF), to perform One Class Classification (OCC) by provably learning the Signed Distance Function (SDF) to the…