A statistical framework for efficient out of distribution detection in deep neural networks

Matan Haroush, Tzviel Frostig, Ruth Heller +1

Background. Commonly, Deep Neural Networks (DNNs) generalize well on samples drawn from a distribution similar to that of the training set. However, DNNs' predictions are brittle a…