Out-Of-Distribution Detection With Subspace Techniques And Probabilistic Modeling Of Features

Ibrahima Ndiour, Nilesh Ahuja, Omesh Tickoo

This paper presents a principled approach for detecting out-of-distribution (OOD) samples in deep neural networks (DNN). Modeling probability distributions on deep features has rec…