Pneumonia Detection from Pediatric Lung X-Ray Images with Convolutional Neural Network Method

BildiriAçık Erişim
  • SDG 3 · Sağlık ve Kaliteli Yaşam

Özet

Pneumonia can be cause diseases such as cough, fever and respiratory problems and to death in the progressive situations. Mostly lung x-ray images are used for diagnosis of pneumonia. In this study, an unique convolutional neural network model that can help experts in detection of pneumonia using lung x-ray images below 5 years of age. In the model, open access to 5840 images has been used, and various data increasing methods were used to increase the performance of the training and the success of the method. With the proposed convolutional neural network model, an accuracy rate of 94.55% has been achieved.

Anahtar Kelimeler

RDL Kalıcı Bağlantı (PID)
https://rdlopen.rawdatalibrary.net/r/gumushane/16644Resmi atıflarda kullanılan kalıcı adres
Tam Kayıt
AlanDeğerDil
dc.contributor.authorDemir, Yasin
dc.contributor.authorBingöl, Ozkan
dc.contributor.otherIEEE
dc.date.accessioned2026-10-22T10:32:50.172649063Z
dc.date.available2026-10-22T10:32:50.172649063Z
dc.date.issued2021
dc.description.abstractPneumonia can be cause diseases such as cough, fever and respiratory problems and to death in the progressive situations. Mostly lung x-ray images are used for diagnosis of pneumonia. In this study, an unique convolutional neural network model that can help experts in detection of pneumonia using lung x-ray images below 5 years of age. In the model, open access to 5840 images has been used, and various data increasing methods were used to increase the performance of the training and the success of the method. With the proposed convolutional neural network model, an accuracy rate of 94.55% has been achieved.
dc.identifier.doi10.1109/siu53274.2021.9477835
dc.identifier.isbn978-1-6654-3649-6
dc.identifier.urihttps://rdlopen.rawdatalibrary.net/r/gumushane/16644
dc.identifier.wosWOS:000808100700078
dc.language.isotr
dc.publisherIEEE
dc.relation.conference29th IEEE Conference on Signal Processing and Communications Applications (SIU)
dc.relation.ispartof29TH IEEE CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS (SIU 2021)
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjectLung X-ray images
dc.subjectdeep learning
dc.subjectconvolutional neural network
dc.subjectpneumonia
dc.subjectpediatric
dc.subject.classificationEngineering, Electrical & Electronic
dc.subject.classificationTelecommunications
dc.subject.classificationEngineering
dc.titlePneumonia Detection from Pediatric Lung X-Ray Images with Convolutional Neural Network Method
dc.typeConference Object
dspace.entity.typePublication
rdl.citation.openalex3
rdl.citation.wos2
rdl.conference.dateJUN 09-11, 2021
rdl.conference.placeELECTR NETWORK
rdl.oa.statusclosed
rdl.oa.statusgreen
rdl.oa.urlhttps://hdl.handle.net/20.500.12440/5800
rdl.sdgSDG03
rdl.source.indexWOS
rdl.wos.indexConference Proceedings Citation Index - Science (CPCI-S)