Evaluating Out-of-Distribution Detectors Through Adversarial Generation of Outliers

Sangwoong Yoon, Jinwon Choi, Yonghyeon Lee +2

A reliable evaluation method is essential for building a robust out-of-distribution (OOD) detector. Current robustness evaluation protocols for OOD detectors rely on injecting pert…