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Automatic 3D bi-ventricular segmentation of cardiac images by a shape-refined multi-task deep learning approach

Deep learning approaches have achieved state-of-the-art performance in cardiac magnetic resonance (CMR) image segmentation. However, most approaches have focused on learning image intensity features for segmentation, whereas the incorporation of anatomical shape priors has received less attention. I...

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Detalhes bibliográficos
Publicado no:IEEE Trans Med Imaging
Main Authors: Duan, Jinming, Bello, Ghalib, Schlemper, Jo, Bai, Wenjia, Dawes, Timothy J W, Biffi, Carlo, de Marvao, Antonio, Doumou, Georgia, O’Regan, Declan P, Rueckert, Daniel
Formato: Artigo
Idioma:Inglês
Publicado em: 2019
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Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6728160/
https://ncbi.nlm.nih.gov/pubmed/30676949
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TMI.2019.2894322
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