A novel texture classification method based on Hessian matrix and principal curvatures

dc.authorscopusid55751834800
dc.authorscopusid55293717500
dc.authorscopusid15834365300
dc.authorscopusid35732416100
dc.contributor.authorAlpaslan N.
dc.contributor.authorHanbay K.
dc.contributor.authorHanbay D.
dc.contributor.authorTalu M.F.
dc.date.accessioned2024-08-04T20:04:00Z
dc.date.available2024-08-04T20:04:00Z
dc.date.issued2014
dc.departmentİnönü Üniversitesien_US
dc.description2014 22nd Signal Processing and Communications Applications Conference, SIU 2014 -- 23 April 2014 through 25 April 2014 -- Trabzon -- 106053en_US
dc.description.abstractIn this study, in order to obtain similar effect with conventional gradient operation and extract more robust feature for texture, we use the principal curvature informations instead of the gradient calculation. Through this methods, sharp and important informations about the texture images were obtained by analyzing images of the second order. Considering the classification results obtained, it is shown that the proposed method improve the performance of original CoHOG and HOG feature extraction methods. As a result of experiments on datasets with different characteristics, it is seen that, the proposed method has higher classification performance. © 2014 IEEE.en_US
dc.identifier.doi10.1109/SIU.2014.6830190
dc.identifier.endpage163en_US
dc.identifier.isbn9781479948741
dc.identifier.scopus2-s2.0-84903758464en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.startpage160en_US
dc.identifier.urihttps://doi.org/10.1109/SIU.2014.6830190
dc.identifier.urihttps://hdl.handle.net/11616/92279
dc.indekslendigikaynakScopusen_US
dc.language.isotren_US
dc.publisherIEEE Computer Societyen_US
dc.relation.ispartof2014 22nd Signal Processing and Communications Applications Conference, SIU 2014 - Proceedingsen_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectCoHOGen_US
dc.subjectHessian matrisen_US
dc.subjectHOGen_US
dc.subjectTemel E?rilikleren_US
dc.titleA novel texture classification method based on Hessian matrix and principal curvaturesen_US
dc.title.alternativeHessian matrisi ve temel e?riliklere dayanan yeni bir doku siniflandirma metoduen_US
dc.typeConference Objecten_US

Dosyalar