A Persistent Homology-Based Topological Loss Function for Multi-class CNN Segmentation of Cardiac MRI

Nick Byrne, James R. Clough, Giovanni Montana, Andrew P. King. A Persistent Homology-Based Topological Loss Function for Multi-class CNN Segmentation of Cardiac MRI. In Esther Puyol-Antón, Mihaela Pop, Maxime Sermesant, Víctor M. Campello, Alain Lalande, Karim Lekadir, Avan Suinesiaputra, Oscar Camara, Alistair A. Young, editors, Statistical Atlases and Computational Models of the Heart. M&Ms and EMIDEC Challenges - 11th International Workshop, STACOM 2020, Held in Conjunction with MICCAI 2020, Lima, Peru, October 4, 2020, Revised Selected Papers. Volume 12592 of Lecture Notes in Computer Science, pages 3-13, Springer, 2020. [doi]

Abstract

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