Kamil Szyc

Why Out-of-Distribution detection experiments are not reliable - subtle experimental details muddle the OOD detector rankings

Reliable detection of out-of-distribution (OOD) instances is becoming a critical requirement for machine learning systems deployed in safety-critical applications. Recently, many OOD detectors have been developed in the literature, and their performance has been evaluated using empirical studies bas…