A Simple Fix to Mahalanobis Distance for Improving Near-OOD Detection

Jie Ren, Stanislav Fort, Jeremiah Liu +3

Mahalanobis distance (MD) is a simple and popular post-processing method for detecting out-of-distribution (OOD) inputs in neural networks. We analyze its failure modes for near-OO…