ODIN

anchor

Out-of-distribution detection combining temperature scaling with small input perturbations to separate in- and out-of-distribution inputs.

Findings

• IC-028SPADE, an abstaining classifier built on top of ResNet, ViT, and VGG models, detects out-of-distribution and adversarial samples with provable guarantees. [compared-to]