Beyond Static Anchors: Bounded Prototype Conditioning for Language-Free Medical Anomaly Detection

Yibo Wan, Jinyu Cai, See-kiong Ng

Medical anomaly detection identifies abnormal images and localizes lesions under scarce supervision while generalizing across organs and modalities. Existing CLIP-based methods red…