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cs.CV2026
A Decision-Aware Evaluation Protocol for Uncertainty in Medical Image Segmentation
Saket Maganti, Shreyank N Gowda
Medical segmentation uncertainty is often evaluated with calibration error or pixel-level error-detection scores, but these metrics do not show whether uncertainty improves downstr…
cs.CV2026
Rethinking Uncertainty in Segmentation: From Estimation to Decision
Saket Maganti
In medical image segmentation, uncertainty estimates are often reported but rarely used to guide decisions. We study the missing step: how uncertainty maps are converted into actio…