Face recognition with adaptive local hyperplane algorithm

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dc.contributor.author Yang, T
dc.contributor.author Kecman, V
dc.date.accessioned 2011-02-07T06:21:54Z
dc.date.issued 2010-01
dc.identifier.citation Pattern Analysis and Applications, 2010, 13 (1), pp. 79 - 83
dc.identifier.issn 1433-7541
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 databasesthe 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.
dc.publisher Springer
dc.relation.isbasedon 10.1007/s10044-008-0138-6
dc.title Face recognition with adaptive local hyperplane algorithm
dc.type Journal Article
dc.parent Pattern Analysis and Applications
dc.journal.volume 1
dc.journal.volume 13
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 Pattern Recognition and Data Mining
dc.personcode 108195
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.description.keywords Face recognition - Adaptive local hyperplane - ALH
dc.description.keywords Face recognition - Adaptive local hyperplane - ALH
pubs.embargo.period Not known
pubs.organisational-group /University of Technology Sydney
pubs.organisational-group /University of Technology Sydney/Faculty of Engineering and Information Technology


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