Early High-Frequency Injection for Geometry-Sensitive OOD Detection

Chuanjie Cheng, Ningkang Peng, Chenxi Liu +3

Post-hoc OOD detectors score logits or features after training, so their success depends on the geometry already encoded in the representation. We revisit this assumption through a…