Deep Convolutional Neural Networks for Chest Diseases Detection
Joint Authors
Abiyev, Rahib H.
Ma’aitah, Mohammad Khaleel Sallam
Source
Journal of Healthcare Engineering
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-08-01
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Chest diseases are very serious health problems in the life of people.
These diseases include chronic obstructive pulmonary disease, pneumonia, asthma, tuberculosis, and lung diseases.
The timely diagnosis of chest diseases is very important.
Many methods have been developed for this purpose.
In this paper, we demonstrate the feasibility of classifying the chest pathologies in chest X-rays using conventional and deep learning approaches.
In the paper, convolutional neural networks (CNNs) are presented for the diagnosis of chest diseases.
The architecture of CNN and its design principle are presented.
For comparative purpose, backpropagation neural networks (BPNNs) with supervised learning, competitive neural networks (CpNNs) with unsupervised learning are also constructed for diagnosis chest diseases.
All the considered networks CNN, BPNN, and CpNN are trained and tested on the same chest X-ray database, and the performance of each network is discussed.
Comparative results in terms of accuracy, error rate, and training time between the networks are presented.
American Psychological Association (APA)
Abiyev, Rahib H.& Ma’aitah, Mohammad Khaleel Sallam. 2018. Deep Convolutional Neural Networks for Chest Diseases Detection. Journal of Healthcare Engineering،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1187248
Modern Language Association (MLA)
Abiyev, Rahib H.& Ma’aitah, Mohammad Khaleel Sallam. Deep Convolutional Neural Networks for Chest Diseases Detection. Journal of Healthcare Engineering No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1187248
American Medical Association (AMA)
Abiyev, Rahib H.& Ma’aitah, Mohammad Khaleel Sallam. Deep Convolutional Neural Networks for Chest Diseases Detection. Journal of Healthcare Engineering. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1187248
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1187248