Chest X-Ray Image Analysis With Combining 2D and 1D Convolutional Neural Network Based Classifier for Rapid Cardiomegaly Screening

Cardiomegaly is an asymptomatic disease. Symptoms, such as palpitations, chest tightness, and shortness of breath, may be the early indications of cardiac hypertrophy, which can be divided into cardiac hypertrophy and ventricular enlargement. Their causes and treatment strategies are different. The...

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Veröffentlicht in:	IEEE access 2022, Vol.10, p.47824-47836
Hauptverfasser:	Wu, Jian-Xing, Pai, Ching-Chou, Kan, Chung-Dann, Chen, Pi-Yun, Chen, Wei-Ling, Lin, Chia-Hung
Format:	Artikel
Sprache:	eng
Schlagworte:	2D and 1D convolutional neural network Artificial neural networks Biomedical imaging Cardiomegaly Chest chest X-ray Classifiers cross-validation Datasets Diseases Feature extraction Heart Image analysis Image classification Image enhancement Inspection Multilayers Neural networks Nonhomogeneous media Pattern recognition Signs and symptoms Tightness Training Two dimensional analysis X-ray imaging
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