Early-stage cardiomegaly detection and classification from X-ray images using convolutional neural networks and transfer learning

Early-stage cardiomegaly detection and classification from X-ray images using convolutional neural networks and transfer learning

Cardiomyopathy is a serious condition that can result in heart failure, sudden cardiac death, malignant arrhythmias, and thromboembolism. It is a significant contributor to morbidity and mortality globally. The initial finding of cardiomegaly on radiological imaging may signal a deterioration of a k...

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Bibliographic Details
Main Authors: Aleka Melese Ayalew, Belay Enyew, Yohannes Agegnehu Bezabh, Biniyam Mulugeta Abuhayi, Girma Sisay Negashe
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Intelligent Systems with Applications
Subjects:
Cardiomegaly
Chest X-ray
CNN
Inception
DenseNet-169
ResNet-50
Online Access:http://www.sciencedirect.com/science/article/pii/S2667305324001273
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