Outdoor image classification using artificial immune recognition system (AIRS) with performance evaluation by fuzzy resource allocation mechanism

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dc.contributor.authorPolat, K
dc.contributor.authorSahan, S
dc.contributor.authorKodaz, H
dc.contributor.authorGunes, S
dc.date.accessioned2020-03-26T16:57:38Z
dc.date.available2020-03-26T16:57:38Z
dc.date.issued2005
dc.departmentSelçuk Üniversitesien_US
dc.description11th International Conference on Computer Analysis of Images and Patterns -- SEP 05-08, 2005 -- Versailles, FRANCEen_US
dc.description.abstractAIRS classification algorithm, which has an important place among classification algorithms in the field of Artificial Immune Systems, has showed an effective and intriguing performance on the problems it was applied. In this study, the resource allocation mechanism of AIRS was changed with a new one determined by Fuzzy-Logic rules. This system, named as Fuzzy-AIRS and AIRS were used as classifiers in the classification of outdoor images. The classification of outdoor dataset taken from UCI repository of machine learning databases was done using 10-fold cross validation method. Both versions of AIRS well performed over other systems reported in UCI website for corresponding dataset. Fuzzy-AIRS reached to the classification accuracy of 90.00 % in the applications whereas AIRS obtained 88.20 %. Besides, Fuzzy-AIRS gained one more advantage over AIRS by means of classification time. In the experiments, it was seen that the classification time in Fuzzy-AIRS was reduced by about 67% of AIRS for dataset. Fuzzy-AIRS classifier proved that it can be used as an effective classifier for image classification by reducing classification time as well as obtaining high classification accuracies.en_US
dc.description.sponsorshipINRIA, Ghent Univ, DGA, IEEE Sect Franceen_US
dc.identifier.endpage87en_US
dc.identifier.isbn3-540-28969-0
dc.identifier.issn0302-9743en_US
dc.identifier.issn1611-3349en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage81en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12395/19821
dc.identifier.volume3691en_US
dc.identifier.wosWOS:000232301200011en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherSPRINGER-VERLAG BERLINen_US
dc.relation.ispartofCOMPUTER ANALYSIS OF IMAGES AND PATTERNS, PROCEEDINGSen_US
dc.relation.ispartofseriesLecture Notes in Computer Science
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.selcuk20240510_oaigen_US
dc.titleOutdoor image classification using artificial immune recognition system (AIRS) with performance evaluation by fuzzy resource allocation mechanismen_US
dc.typeConference Objecten_US

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