Derin Öǧrenme ile Zemin Dokusu Sınıflandırma

dc.contributor.author Ozuysal, Mustafa
dc.date.accessioned 2019-02-19T08:17:11Z
dc.date.available 2019-02-19T08:17:11Z
dc.date.issued 2018
dc.description Ozuysal, Mustafa/0000-0003-0257-6882 en_US
dc.description.abstract In this study, we investigate the use of transfer learning on various deep neural network architectures pretained on the ImageNet data set for ground texture classification purposes. We introduce a new ground texture data set collected from seven different areas. We retrain deep neural network's last layer or when possible the full set of layers on this data set. The results show that it is possible to discriminate the ground textures even when very small images are used. en_US
dc.identifier.citation Özuysal, M. (2018 May 2-5). Ground texture classification with deep learning. Paper presented at the 26th IEEE Signal Processing and Communications Applications Conference, SIU 2018. doi:10.1109/SIU.2018.8404717 en_US
dc.identifier.doi 10.1109/SIU.2018.8404717
dc.identifier.doi 10.1109/SIU.2018.8404717 en_US
dc.identifier.isbn 9781538615010
dc.identifier.issn 2165-0608
dc.identifier.scopus 2-s2.0-85050824656
dc.identifier.uri http://doi.org/10.1109/SIU.2018.8404717
dc.identifier.uri https://hdl.handle.net/11147/7113
dc.language.iso tr en_US
dc.publisher IEEE en_US
dc.relation.ispartof 26th IEEE Signal Processing and Communications Applications Conference (SIU) -- MAY 02-05, 2018 -- Izmir, TURKEY en_US
dc.relation.ispartofseries Signal Processing and Communications Applications Conference
dc.rights info:eu-repo/semantics/closedAccess en_US
dc.subject Texture Classification en_US
dc.subject Deep Neural Networks en_US
dc.subject Transfer Learning en_US
dc.title Derin Öǧrenme ile Zemin Dokusu Sınıflandırma en_US
dc.title.alternative Ground Texture Classification With Deep Learning en_US
dc.type Conference Object en_US
dspace.entity.type Publication
gdc.author.id Ozuysal, Mustafa/0000-0003-0257-6882
gdc.author.id Ozuysal, Mustafa / 0000-0003-0257-6882 en_US
gdc.author.institutional Ozuysal, Mustafa
gdc.author.wosid Ozuysal, Mustafa/Hja-6011-2022
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gdc.coar.access metadata only access
gdc.coar.type text::conference output
gdc.collaboration.industrial false
gdc.description.department İzmir Institute of Technology. Computer Engineering en_US
gdc.description.departmenttemp [Ozuysal, Mustafa] Izmir Yuksek Teknol Enstitusu, Bilgisayar Muhendisligi Bolumu, Izmir, Turkey en_US
gdc.description.endpage 4
gdc.description.publicationcategory Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı en_US
gdc.description.scopusquality N/A
gdc.description.startpage 1
gdc.description.woscitationindex Conference Proceedings Citation Index - Science
gdc.description.wosquality N/A
gdc.identifier.openalex W2831548022
gdc.identifier.wos WOS:000511448500570
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gdc.oaire.publicfunded false
gdc.openalex.fwci 0.28876508
gdc.openalex.normalizedpercentile 0.54
gdc.opencitations.count 1
gdc.plumx.crossrefcites 1
gdc.plumx.mendeley 4
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gdc.scopus.citedcount 3
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