collaborators

1 paper

cs.CV2026

Beyond Mean Foils: Auditing Worst-Foil Specificity in Frozen CLIP Region Explanations

Kaixin Liu, Zhipeng Ye, Feng Jiang +2

A region can overlap a target object yet contribute more to another class. We test regions selected by Cluster-based Concept Importance (CCI) in frozen CLIP. Across COCO and VOC wi…