Nico Daniel Stucki

Topologically Faithful Image Segmentation via Induced Matching of Persistence Barcodes

Segmentation models predominantly optimize pixel-overlap-based loss, an objective that is actually inadequate for many segmentation tasks. In recent years, their limitations fueled a growing interest in topology-aware methods, which aim to recover the topology of the segmented structures. However, s…