Average Calibration Losses for Reliable Uncertainty in Medical Image Segmentation

Theodore Barfoot, Luis C. Garcia-Peraza-Herrera, Samet Akcay +2

Deep neural networks for medical image segmentation are often overconfident, compromising both reliability and clinical utility. In this work, we propose differentiable formulation…