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A persistent homology-based topological loss for CNN-based multi-class segmentation of CMR

Multi-class segmentation of cardiac magnetic resonance (CMR) images seeks a separation of data into anatomical components with known structure and configuration. The most popular CNN-based methods are optimised using pixel wise loss functions, ignorant of the spatially extended features that charact...

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Vydáno v:IEEE Trans Med Imaging
Hlavní autoři: Byrne, Nick, Clough, James R., Valverde, Israel, Montana, Giovanni, King, Andrew P.
Médium: Artigo
Jazyk:Inglês
Vydáno: 2022
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7614102/
https://ncbi.nlm.nih.gov/pubmed/36044487
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TMI.2022.3203309
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