Removal of impulse noise in digital images with naive Bayes classifier method

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dc.contributor.authorBudak, Cafer
dc.contributor.authorTurk, Mustafa
dc.contributor.authorToprak, Abdullah
dc.date.accessioned2024-04-24T17:21:03Z
dc.date.available2024-04-24T17:21:03Z
dc.date.issued2016
dc.departmentDicle Üniversitesien_US
dc.description.abstractA new method has been presented in this paper to remove randomly formed impulse noise in digital images. This method is one of the favorite learning approaches of the Bayes learning method and is frequently called the na ve Bayes classifier. It has especially been used more frequently in recent times in the field of signal processing. Prior to restoration of the noisy pixels of the image as is done here, the image is first separated into pieces, and then an associated learning set is formed for each piece using the noise-free pixels. These learning sets that are different for each piece are used in order to estimate the pixel that will replace the noisy one. The proposed method is both simple and easy to apply. Our comprehensive experimental studies show that our proposed method outperforms other filters that are very popular in the literature.en_US
dc.identifier.doi10.3906/elk-1401-57
dc.identifier.endpage2729en_US
dc.identifier.issn1300-0632
dc.identifier.issn1303-6203
dc.identifier.issue4en_US
dc.identifier.scopus2-s2.0-84974715571
dc.identifier.scopusqualityQ2
dc.identifier.startpage2717en_US
dc.identifier.urihttps://doi.org/10.3906/elk-1401-57
dc.identifier.urihttps://hdl.handle.net/11468/19349
dc.identifier.volume24en_US
dc.identifier.wosWOS:000374325800049
dc.identifier.wosqualityQ4
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoenen_US
dc.publisherTubitak Scientific & Technological Research Council Turkeyen_US
dc.relation.ispartofTurkish Journal of Electrical Engineering and Computer Sciences
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectImpulse Noiseen_US
dc.subjectNaive Bayes Classifieren_US
dc.subjectImage Restorationen_US
dc.subjectMachine Learningen_US
dc.titleRemoval of impulse noise in digital images with naive Bayes classifier methoden_US
dc.titleRemoval of impulse noise in digital images with naive Bayes classifier method
dc.typeArticleen_US

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