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.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 | |
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| gdc.description.woscitationindex | Conference Proceedings Citation Index - Science | |
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