An OOD-aware variational head on a frozen U-Net gives uncertainty maps that align with segmentation error better than deep ensembles or PHiSeg under adult-to-pediatric shift.
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VIDS-Seg: Towards Reliable Uncertainty Quantification in Pediatric Cardiac Ultrasound Segmentation
An OOD-aware variational head on a frozen U-Net gives uncertainty maps that align with segmentation error better than deep ensembles or PHiSeg under adult-to-pediatric shift.