A Component-Based Object Detection Method Extended With a Fuzzy Inference Engine

dc.authorscopusid 7004305370
dc.authorscopusid 56247445700
dc.contributor.author Koyuncu,M.
dc.contributor.author Cetinkaya,B.
dc.contributor.other Information Systems Engineering
dc.date.accessioned 2024-07-05T15:44:29Z
dc.date.available 2024-07-05T15:44:29Z
dc.date.issued 2015
dc.department Atılım University en_US
dc.department-temp Koyuncu M., Department of Information Systems Engineering, Atilim University, Ankara, Turkey; Cetinkaya B., MODES, Atilim University, Ankara, Turkey en_US
dc.description.abstract In this paper, we propose a component-based object detection method extended with the fuzzy inference technique. The proposed method detects constituent components of a complex object instead of a whole object in images. For component detection, multiple multi-class support vector machines (SVM) are used in parallel. Each SVM classifies the candidate component using a different low-level image feature. The obtained results are fused to reach a decision about the component. Then, a fuzzy object extractor determines the whole object considering the detected components and their geometric configurations. The fuzzy object extractor is a fuzzy inference engine which tests various combinations of detected components and their fuzzified directions and distances. The initial tests yield promising results and encourage further studies to extend proposed method. © 2015 IEEE. en_US
dc.identifier.citationcount 0
dc.identifier.doi 10.1109/FUZZ-IEEE.2015.7337917
dc.identifier.isbn 978-146737428-6
dc.identifier.issn 1098-7584
dc.identifier.scopus 2-s2.0-84975755284
dc.identifier.scopusquality Q3
dc.identifier.uri https://doi.org/10.1109/FUZZ-IEEE.2015.7337917
dc.identifier.uri https://hdl.handle.net/20.500.14411/3753
dc.identifier.volume 2015-November en_US
dc.institutionauthor Koyuncu, Murat
dc.language.iso en en_US
dc.publisher Institute of Electrical and Electronics Engineers Inc. en_US
dc.relation.ispartof IEEE International Conference on Fuzzy Systems -- IEEE International Conference on Fuzzy Systems, FUZZ-IEEE 2015 -- 2 August 2015 through 5 August 2015 -- Istanbul -- 118450 en_US
dc.relation.publicationcategory Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı en_US
dc.rights info:eu-repo/semantics/closedAccess en_US
dc.scopus.citedbyCount 0
dc.subject Component-based object detection en_US
dc.subject fuzzy inference en_US
dc.subject image processing en_US
dc.subject multimedia en_US
dc.subject semantic content extraction en_US
dc.title A Component-Based Object Detection Method Extended With a Fuzzy Inference Engine en_US
dc.type Conference Object en_US
dspace.entity.type Publication
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