Out-of-distribution Detection and Generation using Soft Brownian Offset Sampling and Autoencoders

Felix Möller, Diego Botache, Denis Huseljic +3

Deep neural networks often suffer from overconfidence which can be partly remedied by improved out-of-distribution detection. For this purpose, we propose a novel approach that all…