Yong-Qiang Zhao

Evolving Error States: Failure-Aware Progressive Repair for Ultrasound Lesion Segmentation

Reliability under sparse and heterogeneous failures remains a fundamental challenge for medical image segmentation. High average accuracy can conceal a small set of structurally distinct and clinically consequential errors. Existing post-hoc correction methods alleviate this problem, but typically estimate false-positi...