Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution Detection

Silvio Galesso, Max Argus, Thomas Brox

The key to out-of-distribution detection is density estimation of the in-distribution data or of its feature representations. This is particularly challenging for dense anomaly det…