On the Practicality of Deterministic Epistemic Uncertainty

2 code implementations • 1 Jul 2021 • Janis Postels, Mattia Segu, Tao Sun, Luca Sieber, Luc van Gool, Fisher Yu, Federico Tombari

We find that, while DUMs scale to realistic vision tasks and perform well on OOD detection, the practicality of current methods is undermined by poor calibration under distributional shifts.

Out of Distribution (OOD) Detection Semantic Segmentation +1