works on
concept-based explanations 1contrastive attribution 1explainable AI 1image classification 1visual concepts 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.LG2026

Contrastive Concept Importance: Explaining Pairwise Class Decisions Through Automatically Extracted Concept Representations

Roel Visser, Isaac Roberts, Barbara Hammer

The paper proposes Contrastive Concept Importance (CCI), a method that attributes the logit margin between a target and a foil class to automatically extracted visual concepts, pro…