Dheeraj Mekala

SELFOOD: Self-Supervised Out-Of-Distribution Detection via Learning to Rank

2023

Deep neural classifiers trained with cross-entropy loss (CE loss) often suffer from poor calibration, necessitating the task of out-of-distribution (OOD) detection. Traditional supervised OOD detection methods require expensive manual annotation of in-distribution and OOD samples. …