Alt kesit seviyeleri arasında oy çoğunluğu ile sahne tanıma
dc.contributor.author | Maxudov, Nekruzjon | |
dc.contributor.author | Özcan, Barış | |
dc.contributor.author | Kıraç, Mustafa Furkan | |
dc.date.accessioned | 2016-09-18T13:10:06Z | |
dc.date.available | 2016-09-18T13:10:06Z | |
dc.date.issued | 2016 | |
dc.identifier.isbn | 978-1-5090-1679-2 | |
dc.identifier.uri | http://hdl.handle.net/10679/4471 | |
dc.identifier.uri | http://ieeexplore.ieee.org/document/7496070/ | |
dc.description.abstract | In this paper, scene recognition problem, which is a frequently-studied field of computer vision, is tackled. Proposed algorithm utilizes bag of words (BoW) method along with considering sub-segments in the image during classification. For this purpose, the image is represented in three sub-segment levels where the image is divided into equal sized sub-segments at each level. The number of sub-segments are increased as the sub-segment level is increased and each sub-segment at each level is classified. During classification, responses of different sub-segment levels to classifier is considered with a major voting policy. The experiments are made on a database that contains approximately 4500 samples of scene images with dictionary sizes of 50, 100, 200, 300 and different sub-segment levels. The results show that, the proposed method achieves 71.83% accuracy and the sub-segment major voting increases the performance by % 1 according to the non-major voting case. | |
dc.language.iso | eng | en_US |
dc.relation.ispartof | Signal Processing and Communication Application Conference (SIU), 2016 24th | |
dc.rights | restrictedAccess | |
dc.title | Alt kesit seviyeleri arasında oy çoğunluğu ile sahne tanıma | en_US |
dc.title.alternative | Scene recognition with majority voting among sub-section levels | |
dc.type | Conference paper | en_US |
dc.publicationstatus | published | en_US |
dc.contributor.department | Özyeğin University | |
dc.contributor.authorID | (ORCID 0000-0001-9177-0489 & YÖK ID 124619) Kıraç, Furkan | |
dc.contributor.ozuauthor | Kıraç, Mustafa Furkan | |
dc.identifier.wos | WOS:000391250900386 | |
dc.identifier.doi | 10.1109/SIU.2016.7496070 | |
dc.subject.keywords | Descriptors | |
dc.subject.keywords | Scene recognition | |
dc.subject.keywords | Bag of words | |
dc.subject.keywords | SIFT | |
dc.subject.keywords | SURF | |
dc.identifier.scopus | SCOPUS:2-s2.0-84982854032 | |
dc.contributor.ozugradstudent | Maxudov, Nekruzjon | |
dc.contributor.ozugradstudent | Özcan, Barış | |
dc.contributor.authorMale | 3 | |
dc.relation.publicationcategory | Conference Paper - International - Institutional Academic Staff, PhD Student and Graduate Student |
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