3D shallow deep neural network for fast and precise segmentation of left atrium

Knowledge of the underlying anatomy of the left atrium can promote improved diagnostic protocols and clinical interventions. Hence, an automatic segmentation of the left atrium on magnetic resonance imaging (MRI) can support diagnosis, treatment and surgery planning of heart. However, due to the sma...

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Bibliographic Details
Published in:	Multimedia systems Vol. 29; no. 3; pp. 1739 - 1749
Main Authors:	Kausar, Asma, Razzak, Imran, Shapiai, Mohammad Ibrahim, Beheshti, Amin
Format:	Journal Article
Language:	English
Published:	Berlin/Heidelberg Springer Berlin Heidelberg 01.06.2023 Springer Nature B.V
Subjects:	Accuracy Algorithms Artificial neural networks Atria Cardiac arrhythmia Clinical medicine Computer Communication Networks Computer Graphics Computer Science Cryptology Data Storage Representation Datasets Deep learning Diagnosis Encoders-Decoders Heart Image segmentation Machine learning Magnetic resonance imaging Medical imaging Multimedia Information Systems Neural networks Operating Systems Parameters Role of Deep Learning Models & Analytics in Industrial Multimedia Environment Semantics Special Issue Paper Surgery Deep learning CNN Left atrium Segmentation Cardiac segmentation Shallow network
ISSN:	0942-4962, 1432-1882
Online Access:	Get full text
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