The CURVAS-PDACVI benchmark supplies a multi-annotated PDAC dataset and shows that uncertainty-aware models yield better-calibrated maps and more robust performance than binary segmentation methods at clinically ambiguous tumor-vessel interfaces.
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Assessing Pancreatic Ductal Adenocarcinoma Vascular Invasion: the PDACVI Benchmark
The CURVAS-PDACVI benchmark supplies a multi-annotated PDAC dataset and shows that uncertainty-aware models yield better-calibrated maps and more robust performance than binary segmentation methods at clinically ambiguous tumor-vessel interfaces.