Uncovering Overconfident Failures in CXR Models via Augmentation-Sensitivity Risk Scoring

Han-Jay Shu, Wei-Ning Chiu, Shun-Ting Chang +4

Deep learning models achieve strong performance in chest radiograph (CXR) interpretation, yet fairness and reliability concerns persist. Models often show uneven accuracy across pa…