arxivcs.CVcs.AI2026-07-22
Spatially Grounded Concept Bottleneck Models for Trustworthy Breast Ultrasound Diagnosis
Moshiur Rahman Tonmoy, Dunren Che, Haitham Y. Adarbah, Afzel Noore
Concept Bottleneck Models provide interpretable-by-design predictions by mediating diagnosis through human-understandable concepts, but in medical imaging, their trustworthiness is often limited by the quality and granularity of available supervision. In particular, predicted con…