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

With respect to spatial overlap, CNN-based segmentation of short axis cardiovascular magnetic resonance (CMR) images has achieved a level of performance consistent with inter observer variation. However, conventional training procedures frequently depend on pixel-wise loss functions, limiting optimi...

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Detalhes bibliográficos
Publicado no:Stat Atlases Comput Models Heart
Main Authors: Byrne, Nick, Clough, James R., Montana, Giovanni, King, Andrew P.
Formato: Artigo
Idioma:Inglês
Publicado em: 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7610940/
https://ncbi.nlm.nih.gov/pubmed/34109327
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-030-68107-4_1
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