Quentin VINCENOT

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

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 boundary of the support of any distribution. The distance to the support can be interpreted as a normality score, and i…