Segment Anything with Robust Uncertainty-Accuracy Correlation

Hongyou Zhou, Marc Toussaint, Ling Shao +1

Despite strong zero-shot performance, SAM is unreliable under domain shift due to Mask-level Confidence Confusion (MCC), where a single IoU-based mask score fails to reflect pixel-…