Convolutional Neural Networks: The Power Behind Image Recognition

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dc.contributor.authorAlmomani, Mohammad H.
dc.contributor.authorHanandeh, Essam
dc.contributor.authorŞahin, Canan Batur
dc.contributor.authorZhang, Peiying
dc.contributor.authorZuong, Zuzho
dc.contributor.authorNasayreh, Ahmad
dc.contributor.authorAbualigah, Laith
dc.date.accessioned2026-06-19T06:31:58Z
dc.date.available2026-06-19T06:31:58Z
dc.date.issued2025
dc.departmentMalatya Turgut Özal Üniversitesi
dc.description.abstractA number of artificial intelligence advancements have emerged that allow computerizes the same critical thinking tasks that were solely more suited to humans such as image recognition of objects etc. One such advancement that is the focus of the paper is the Convolutional Neural Networks. This paper details the structural design, how they perform the tasks assigned and how they function as a contribution to the image recognition area. Additionally, we show through a case study of three CNN models how they can be evaluated in relation to one set of common data effectively and efficiently. The data shows that there was improvement in processing time and accuracy which emphasises the role of CNN in the detailed domains. Some future trends in the CNN development and its usages are presented. © 2025 Laith Abualigah.
dc.identifier.doi10.1201/9781003516385-7
dc.identifier.endpage56
dc.identifier.isbn978-104045106-9
dc.identifier.isbn978-103283483-2
dc.identifier.scopus2-s2.0-105013243140
dc.identifier.scopusqualityN/A
dc.identifier.startpage50
dc.identifier.urihttps://doi.org/10.1201/9781003516385-7
dc.identifier.urihttps://hdl.handle.net/20.500.12899/4900
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherCRC Press
dc.relation.ispartofA to Z of Deep Learning and AI
dc.relation.publicationcategoryKitap Bölümü - Uluslararası
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_Scopus_20260612
dc.subjectConvolution
dc.subjectConvolutional Neural Networks
dc.subjectData Accuracy
dc.subjectStructural Design
dc.subjectCase-Studies
dc.subjectCnn Models
dc.subjectConvolutional Neural Network
dc.subjectCritical Thinking
dc.subjectFuture Trends
dc.subjectPower
dc.subjectProcessing Accuracies
dc.subjectProcessing Time
dc.subjectRecognition Of Objects
dc.subjectShow Through
dc.subjectImage Recognition
dc.titleConvolutional Neural Networks: The Power Behind Image Recognition
dc.typeBook Chapter

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