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Assessment of Bi-Ventricular and Bi-Atrial Areas Using Four-Chamber Cine Cardiovascular Magnetic Resonance Imaging: Fully Automated Segmentation with a U-Net Convolutional Neural Network

Four-chamber (4CH) cine cardiovascular magnetic resonance imaging (CMR) facilitates simultaneous evaluation of cardiac chambers; however, manual segmentation is time-consuming and subjective in practice. We evaluated deep learning based on a U-Net convolutional neural network (CNN) for fully automat...

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Detalles Bibliográficos
Autores principales: Arai, Hideo, Kawakubo, Masateru, Sanui, Kenichi, Iwamoto, Ryoji, Nishimura, Hiroshi, Kadokami, Toshiaki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8834677/
https://www.ncbi.nlm.nih.gov/pubmed/35162424
http://dx.doi.org/10.3390/ijerph19031401