Face recognition with adaptive local hyperplane algorithm

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dc.contributor.author Yang, Tao en_US
dc.contributor.author Kecman, Vojislav en_US
dc.contributor.editor en_US
dc.date.accessioned 2011-02-07T06:21:54Z
dc.date.available 2011-02-07T06:21:54Z
dc.date.issued 2010 en_US
dc.identifier 2009002145 en_US
dc.identifier.citation Yang Tao and Kecman Vojislav 2010, 'Face recognition with adaptive local hyperplane algorithm', Springer, vol. 13, no. 1, pp. 79-83. en_US
dc.identifier.issn 1433-7541 en_US
dc.identifier.other C1UNSUBMIT en_US
dc.identifier.uri http://hdl.handle.net/10453/13457
dc.description.abstract The paper introduces a novel adaptive local hyperplane (ALH) classifier and it shows its superior performance in the face recognition tasks. Four different feature extraction methods (2DPCA, (2D)2PCA, 2DLDA and (2D)2LDA) have been used in combination with five classifiers (K-nearest neighbor (KNN), support vector machine (SVM), nearest feature line (NFL), nearest neighbor line (NNL) and ALH). All the classifiers and feature extraction methods have been applied to the renown benchmarking face databases?the Cambridge ORL database and the Yale database and the ALH classifier with a LDA based extractor outperforms all the other methods on them. The ALH algorithm on these two databases is very promising but more study on larger databases need yet to be done to show all the advantages of the proposed algorithm. en_US
dc.language en_US
dc.publisher Springer en_US
dc.relation.isbasedon http://dx.doi.org/10.1007/s10044-008-0138-6 en_US
dc.title Face recognition with adaptive local hyperplane algorithm en_US
dc.parent Pattern Analysis and Applications en_US
dc.journal.volume 13 en_US
dc.journal.number 1 en_US
dc.publocation England, United Kingdom en_US
dc.identifier.startpage 79 en_US
dc.identifier.endpage 83 en_US
dc.cauo.name FEIT.Faculty of Engineering & Information Technology en_US
dc.conference Verified OK en_US
dc.for 080109 en_US
dc.personcode 108195 en_US
dc.personcode 0000059430 en_US
dc.percentage 100 en_US
dc.classification.name Pattern Recognition and Data Mining en_US
dc.classification.type FOR-08 en_US
dc.edition en_US
dc.custom en_US
dc.date.activity en_US
dc.location.activity en_US
dc.description.keywords Face recognition - Adaptive local hyperplane - ALH en_US
dc.staffid en_US


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