Covid-19 X-ray image classification using SVM based on Local Binary Pattern

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dc.contributor.authorAl-jumaili, Saif
dc.contributor.authorAl-azzawi, Athar
dc.contributor.authorDuru, Adil Deniz
dc.date.accessioned2022-02-04T12:17:25Z
dc.date.available2022-02-04T12:17:25Z
dc.date.issued2021en_US
dc.departmentFakülteler, Mühendislik ve Doğa Bilimleri Fakültesi, Elektrik - Elektronik Mühendisliği Bölümüen_US
dc.description.abstractCoronavirus usually transmits from the animal to the human, but now, the virus transmission is between persons. Therefore, scientists and researchers are trying to develop several types of machine learning methods to defend against COVID-19. Medical images play a significant role in this time due to they can be used to recognize COVID-19 accurately. However, in this paper, we used X-Ray images, the images undergone to sharpening techniques to increase the results further. The texture techniques named local binary pattern (LBP) have been used in order to extract features. The features obtained were applied to the support vector machine (SVM). The results we achieved were 100% for all performance measurements. Our results were conspicuously superior compared to the state-of-the-art papers published.en_US
dc.identifier.citationAl-Jumaili, S., Al-Azzawi, A., Duru, A. D., & Ibrahim, A. A. (2021, October). Covid-19 X-ray image classification using SVM based on Local Binary Pattern. In 2021 5th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT) (pp. 383-387). IEEE.en_US
dc.identifier.endpage387en_US
dc.identifier.scopus2-s2.0-85123319534
dc.identifier.scopusqualityN/A
dc.identifier.startpage383en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12939/2241
dc.indekslendigikaynakScopus
dc.institutionauthorAl-azzawi, Athar
dc.institutionauthorAl-jumaili, Saif
dc.language.isoen
dc.publisherIEEEen_US
dc.relation.ispartofIEEE
dc.relation.isversionof10.1109/ISMSIT52890.2021.9604731en_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectConvolutional Neural Networksen_US
dc.subjectSVMen_US
dc.subjectLocal Binary Pattern (LBP)en_US
dc.subjectCOVID-19en_US
dc.subjectDeep Learningen_US
dc.subjectX-Ray Imageen_US
dc.titleCovid-19 X-ray image classification using SVM based on Local Binary Pattern
dc.typeArticle

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