Probabilistic Modeling of Deep Features for Out-of-Distribution and Adversarial Detection

Nilesh A. Ahuja, Ibrahima Ndiour, Trushant Kalyanpur +1

We present a principled approach for detecting out-of-distribution (OOD) and adversarial samples in deep neural networks. Our approach consists in modeling the outputs of the vario…