When Confidence Lacks Concepts: Interpretable OOD Detection via Representation Perturbations

Anju Chhetri, Pratik Shrestha, Ramesh Rana +3

Deep neural networks have achieved remarkable performance across medical imaging tasks, yet their tendency to overgeneralize under distributional shifts poses a major obstacle to s…