Jan Philipp Albrecht

Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantification

Uncertainty Quantification (UQ) is crucial for reliable image segmentation. Yet, while the field sees continual development of novel methods, a lack of agreed-upon benchmarks limits their systematic comparison and evaluation: Current UQ methods are typically tested either on overly simplistic toy da…