New spatially aware metrics (BUC, BA-ECE, SPACE) evaluate segmentation uncertainty using boundary distance and local smoothing, and outperform voxel-wise metrics at distinguishing clean from noisy uncertainty maps on prostate MRI.
The medical segmentation decathlon.Nature communications, 13(1):4128, 2022
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Spatially-Aware Evaluation of Segmentation Uncertainty
New spatially aware metrics (BUC, BA-ECE, SPACE) evaluate segmentation uncertainty using boundary distance and local smoothing, and outperform voxel-wise metrics at distinguishing clean from noisy uncertainty maps on prostate MRI.