Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image Segmentation

1 code implementation • 5 Sep 2024 • Prerak Mody, Nicolas F. Chaves-de-Plaza, Chinmay Rao, Eleftheria Astrenidou, Mischa de Ridder, Nienke Hoekstra, Klaus Hildebrandt, Marius Staring

Previous work has investigated the correspondence between uncertainty and error, however, no work has been done on improving the "utility" of Bayesian uncertainty maps such that it is only present in inaccurate regions and not in the accurate ones.

Image Segmentation Medical Image Segmentation +1