Color Image Watermarking Scheme Based on Efficient Preprocessing and Support Vector Machines

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dc.contributor.authorFindik, Oguz
dc.contributor.authorBayrak, Mehmet
dc.contributor.authorBabaoglu, Ismail
dc.contributor.authorComak, Emre
dc.date.accessioned2020-03-26T17:26:31Z
dc.date.available2020-03-26T17:26:31Z
dc.date.issued2008
dc.departmentSelçuk Üniversitesien_US
dc.description4th International Conference on Intelligent Computing -- SEP 15-18, 2008 -- Shanghai, PEOPLES R CHINAen_US
dc.description.abstractThis paper suggests a new block based watermarking technique utilizing preprocessing and support vector machine (PPSVMW) to protect color image's intellectual property rights. Binary test set is employed here to train support vector machine (SVM). Before adding binary data into the original image, blocks have been separated into two parts to train SVM for better accuracy. Watermark's I valued bits were randomly added into the first block part and 0 into the second block part. Watermark is embedded by modifying the blue channel pixel value in the middle of each block so that watermarked image could be composed. SVM was trained with set-bits and three other features which are averages of the differences of pixels in three distinct shapes extracted from each block, and hence without the need of original image, it could be extracted. The results of PPSVMW technique proposed in this study were compared with those of the Tsai's technique. Our technique was proved to be more efficient.en_US
dc.identifier.endpage+en_US
dc.identifier.isbn978-3-540-85929-1
dc.identifier.issn1865-0929en_US
dc.identifier.scopusqualityQ4en_US
dc.identifier.startpage398en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12395/22259
dc.identifier.volume15en_US
dc.identifier.wosWOS:000260415400051en_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.ispartofADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, PROCEEDINGS: WITH ASPECTS OF CONTEMPORARY INTELLIGENT COMPUTING TECHNIQUESen_US
dc.relation.ispartofseriesCommunications in Computer and Information Science
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectColor image watermarkingen_US
dc.subjectblock based digital robust watermarkingen_US
dc.subjectsupport vector machinesen_US
dc.subjectintellectual property rightsen_US
dc.titleColor Image Watermarking Scheme Based on Efficient Preprocessing and Support Vector Machinesen_US
dc.typeConference Objecten_US

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