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Cifar-10 Image Classification with Convolutional Neural Networks For Embedded Systems

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dc.contributor.author Çalık, Rasim Caner
dc.contributor.author Demirci, Muhammed Fatih
dc.date.accessioned 2019-07-10T14:42:42Z
dc.date.available 2019-07-10T14:42:42Z
dc.date.issued 2018
dc.identifier.citation Çalik, R. C., & Demirci, M. F. (2018, October). Cifar-10 Image Classification with Convolutional Neural Networks for Embedded Systems. In 2018 IEEE/ACS 15th International Conference on Computer Systems and Applications (AICCSA) (pp. 1-2). IEEE. en_US
dc.identifier.isbn 978-1-5386-9120-5
dc.identifier.issn 2161-5322
dc.identifier.uri https://ieeexplore.ieee.org/document/8612873
dc.identifier.uri http://hdl.handle.net/20.500.11851/1959
dc.description 15th IEEE/ACS International Conference on Computer Systems and Applications (2018 : Aqaba; Jordan)
dc.description.abstract Convolutional Neural Networks (CNN) have been successfully applied to image classification problems.Although powerful, they require a large amount of memory. The purpose of this paper is to perform image classification using CNNs on the embedded systems, where only a limited amount of memory is available. Our experimental analysis shows that 85.9% image classification accuracy is obtained by our framework while requiring 2GB memory only, making our framework ideal to be used in embedded systems. en_US
dc.language.iso eng en_US
dc.publisher IEEE en_US
dc.relation.ispartof International Conference on Computer Systems and Applications
dc.rights info:eu-repo/semantics/closedAccess
dc.subject Neural network en_US
dc.subject Convolution en_US
dc.subject Convolutional layers en_US
dc.title Cifar-10 Image Classification with Convolutional Neural Networks For Embedded Systems en_US
dc.type conferenceObject en_US
dc.relation.journal Proceedings of IEEE/ACS International Conference on Computer Systems and Applications en_US
dc.contributor.department TOBB ETU, Faculty of Engineering, Department of Computer Engineering en_US
dc.contributor.department TOBB ETÜ, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümü tr_TR
dc.identifier.wos WOS:000457628800093
dc.identifier.scopus 2-s2.0-85061942391
dc.contributor.tobbetuauthor Demirci, Muhammed Fatih
dc.contributor.YOKid 143569
dc.identifier.doi 10.1109/AICCSA.2018.8612873
dc.contributor.ScopusAuthorID 14041575400
dc.relation.publicationcategory Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı tr_TR


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