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Beyond Mean Foils: Auditing Worst-Foil Specificity in Frozen CLIP Region Explanations
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 with two checkpoints, 41.08-64.78% of regions that pass overlap and mean-contrast checks fail against the strongest compet
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