Dr Jones and Sair, along with Collaborators in the School of Public Health and the Division of Neuroradiology have designed a method to quantify two types of uncertainty, aleatoric and epistemic, directly from a neural network segmentation algorithm.  Details can be found here:

Direct quantification of epistemic and aleatoric uncertainty in 3D U-net segmentation