Average Calibration Error: A Differentiable Loss for Improved Reliability in Image Segmentation

Theodore Barfoot, Luis Garcia-Peraza-Herrera, Ben Glocker +1

Deep neural networks for medical image segmentation often produce overconfident results misaligned with empirical observations. Such miscalibration, challenges their clinical trans…