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arXiv cs.CV · Papers

Beyond scalar losses: calibrating segmentation models via gradient vector field surgery

arXiv:2607.14338v1 Announce Type: new Abstract: Region-based loss functions, such as the Dice loss, have established themselves as the de facto standard for highly class- and region-imbalanced segmentation tasks. However, models trained using region-based loss functions are notoriously miscalibrated and typically yield