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Pneumonia Detection Through X-Ray Images Using Convolution Neural Network

Authors :
Puneet Garg
Akhilesh Kumar Srivastava
Anas Anas
Bhavye Gupta
Chirag Mishra
Source :
Advances in Medical Technologies and Clinical Practice ISBN: 9781668469576
Publication Year :
2023
Publisher :
IGI Global, 2023.

Abstract

Pneumonia is a very contagious illness that spreads quickly among newborns. According to UNICEF, pneumonia was to blame for 16% of all baby deaths under the age of five. The main objective of this study is to determine whether a patient has pneumonia using a chest X-ray picture. CNN is used for this for this process, as it's great processing capability makes them the most effective choice for image processing and categorization. By the use of CNN, results will be obtained rapidly, and dependence on medical personnel will be reduced. Additionally, it will produce more precise findings than human vision, which could overlook a little X-Ray feature. More than17,000 chest X-ray pictures of pneumonic and healthy lungs are included in the collection. This model's total accuracy is 88.62%.

Details

ISBN :
978-1-66846-957-6
ISBNs :
9781668469576
Database :
OpenAIRE
Journal :
Advances in Medical Technologies and Clinical Practice ISBN: 9781668469576
Accession number :
edsair.doi...........a29390008409d271f54577bae0ac9673
Full Text :
https://doi.org/10.4018/978-1-6684-6957-6.ch011