Applications and Comparisons of Optimization Algorithms Used in Convolutional Neural Networks

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dc.authoridKarci, Ali/0000-0002-8489-8617
dc.authoriduckan, Taner/0000-0001-5385-6775
dc.authoridSeyyarer, Ebubekir/0000-0002-8981-0266
dc.authorwosidKarci, Ali/AAG-5337-2019
dc.authorwosiduckan, Taner/IZP-9705-2023
dc.contributor.authorSeyyarer, Ebubekir
dc.contributor.authorUckan, Taner
dc.contributor.authorHark, Cengiz
dc.contributor.authorAyata, Faruk
dc.contributor.authorInan, Mevlut
dc.contributor.authorKarci, Ali
dc.date.accessioned2024-08-04T20:56:30Z
dc.date.available2024-08-04T20:56:30Z
dc.date.issued2019
dc.departmentİnönü Üniversitesien_US
dc.descriptionInternational Conference on Artificial Intelligence and Data Processing (IDAP) -- SEP 21-22, 2019 -- Inonu Univ, Malatya, TURKEYen_US
dc.description.abstractNowadays, it is clear that the old mathematical models are incomplete because of the large size of image data set. For this reason, the Deep Learning models introduced in the field of image processing meet this need in the software field In this study, Convolutional Neural Network (CNN) model from the Deep Learning Algorithms and the Optimization Algorithms used in Deep Learning have been applied to international image data sets. Optimization algorithms were applied to both datasets respectively, the results were analyzed and compared The success rate was approximately 96.21% in the Caltech 101 data set, while it was observed to be approximately 10% in the Cifar-100 data set.en_US
dc.description.sponsorshipIEEE Turkey Sect,Anatolian Sci,Inonu Univ, Comp Sci Dept,Inonu Univ, Muhendisli Fakultesien_US
dc.identifier.doi10.1109/idap.2019.8875929
dc.identifier.urihttps://doi.org/10.1109/idap.2019.8875929
dc.identifier.urihttps://hdl.handle.net/11616/102386
dc.identifier.wosWOS:000591781100058en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.language.isotren_US
dc.publisherIeeeen_US
dc.relation.ispartof2019 International Conference on Artificial Intelligence and Data Processing (Idap 2019)en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectDeep learningen_US
dc.subjectConvolutional neural networksen_US
dc.subjectOptimization algorithmsen_US
dc.subjectCaltech 101en_US
dc.subjectCifar-100en_US
dc.titleApplications and Comparisons of Optimization Algorithms Used in Convolutional Neural Networksen_US
dc.typeConference Objecten_US

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