Alan L. Yuille

DART: Scaling a Shape Representation Across Anatomical Classes and Imaging Modalities

Current state-of-the-art segmentation models still produce anatomically implausible shapes, such as broken vessels and fragmented glands, on the structures that are hardest to segment. Learned shape representations capture what structures look like and can help correct these errors, but most cover a fixed set of anatom...