Ensemble of 2D Residual Neural Networks Integrated with Atrous Spatial Pyramid Pooling Module for Myocardium Segmentation of Left Ventricle Cardiac MRI

Ensemble of 2D Residual Neural Networks Integrated with Atrous Spatial Pyramid Pooling Module for Myocardium Segmentation of Left Ventricle Cardiac MRI

Cardiac disease diagnosis and identification is problematic mostly by inaccurate segmentation of the cardiac left ventricle (LV). Besides, LV segmentation is challenging since it involves complex and variable cardiac structures in terms of components and the intricacy of time-based crescendos. In ad...

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Bibliographic Details
Main Authors: Iftikhar Ahmad, Abdul Qayyum, Brij B. Gupta, Madini O. Alassafi, Rayed A. AlGhamdi
Format: Article
Language:English
Published: MDPI AG 2022-02-01
Series:Mathematics
Subjects:
myocardium segmentation
cardiac MRI
deep learning segmentation models
ASPP
residual neural network
Online Access:https://www.mdpi.com/2227-7390/10/4/627

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