Research output per year
Research output per year
Search results
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2021
A Persistent Homology-Based Topological Loss Function for Multi-class CNN Segmentation of Cardiac MRI
Byrne, N., Clough, J. R., Montana, G. & King, A. P., 2021, Statistical Atlases and Computational Models of the Heart. MandMs and EMIDEC Challenges - 11th International Workshop, STACOM 2020, Held in Conjunction with MICCAI 2020, Revised Selected Papers. Puyol Anton, E., Pop, M., Sermesant, M., Campello, V., Lalande, A., Lekadir, K., Suinesiaputra, A., Camara, O. & Young, A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 3-13 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12592 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
15 Citations (Scopus) -
2019
Explicit Topological Priors for Deep-Learning Based Image Segmentation Using Persistent Homology
Clough, J. R., Oksuz, I., Byrne, N., Schnabel, J. A. & King, A. P., 22 May 2019, Information Processing in Medical Imaging - 26th International Conference, IPMI 2019, Proceedings. Bao, S., Chung, A. C. S., Gee, J. C. & Yushkevich, P. A. (eds.). p. 16-28 13 p. Chapter 2. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11492 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
39 Citations (Scopus) -
Topology-preserving augmentation for cnn-based segmentation of congenital heart defects from 3d paediatric cmr
Byrne, N., Clough, J. R., Valverde, I., Montana, G. & King, A. P., 2019, Smart Ultrasound Imaging and Perinatal, Preterm and Paediatric Image Analysis - 1st International Workshop, SUSI 2019, and 4th International Workshop, PIPPI 2019, Held in Conjunction with MICCAI 2019, Proceedings. Wang, Q., Gomez, A., Hutter, J., Gomez, A., Zimmer, V., Hutter, J., Robinson, E., Christiaens, D., Melbourne, A., McLeod, K., Zettinig, O., Licandro, R. & Turk, E. A. (eds.). SPRINGER, p. 181-188 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11798 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Open AccessFile2 Citations (Scopus)93 Downloads (Pure)