Web: http://arxiv.org/abs/2205.06197

May 13, 2022, 1:10 a.m. | Shakir Showkat Sofi, Nadezhda Alsahanova

cs.CV updates on arXiv.org arxiv.org

Solving segmentation tasks with topological priors proved to make fewer
errors in fine-scale structures. In this work, we use topological priors both
before and during the deep neural network training procedure. We compared the
results of the two approaches with simple segmentation on various accuracy
metrics and the Betti number error, which is directly related to topological
correctness, and discovered that incorporating topological information into the
classical UNet model performed significantly better. We conducted experiments
on the ISBI EM segmentation …

arxiv cv image segmentation

More from arxiv.org / cs.CV updates on arXiv.org

Director, Applied Mathematics & Computational Research Division

@ Lawrence Berkeley National Lab | Berkeley, Ca

Business Data Analyst

@ MainStreet Family Care | Birmingham, AL

Assistant/Associate Professor of the Practice in Business Analytics

@ Georgetown University McDonough School of Business | Washington DC

Senior Data Science Writer

@ NannyML | Remote

Director of AI/ML Engineering

@ Armis Industries | Remote (US only), St. Louis, California

Digital Analytics Manager

@ Patagonia | Ventura, California