Unexplored Faces of Robustness and Out-of-Distribution: Covariate Shifts in Environment and Sensor Domains

1 code implementation • 24 Apr 2024 • Eunsu Baek, Keondo Park, Jiyoon Kim, Hyung-Sin Kim

We find that existing OOD detection methods do not cope with the covariate shifts in ImageNet-ES, implying that the definition and detection of OOD should be revisited to embrace real-world distribution shifts.

Out of Distribution (OOD) Detection