Adversarially Robust Few-Shot Anomaly Detection with Vision Foundation Models

Akib Mohammed Khan, Bartosz Krawczyk

Vision foundation models such as DINOv2 enable strong few-shot anomaly detection (FSAD) through simple non-parametric k-nearest-neighbor (k-NN) scoring over frozen patch features.…