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A multi-layer contrast analysis method for texture classification based on LBP
Chen H.-X.2; Tang Y.Y.2; Fang B.2; Wang P.S.P.1
2011-02-01
Source PublicationInternational Journal of Pattern Recognition and Artificial Intelligence
ISSN02180014
Volume25Issue:1Pages:147-155
AbstractTexture classification is one of the important fields in pattern recognition and machine vision research. LBP method, proposed by Ojala, can be used to classify texture images effectively. And the LBP method has rotation-invariant, illumination-invariant, multi-resolution characteristics. But, since the contrast is not considered between neighbor pixels, the correct classification rate produced by this method has been remarkably influenced by light source type and light source orientation. The LMLCP (Local Multiple Layer Contrast Pattern) method, proposed by this paper, maps the contrast value between two near pixels to a rank value, which represent a relative contrast value range, and computes the statistic histogram referring to the work in LBP method. The LMLCP method can bring out the rapid expansion of feature dimension, so a special feature encoding method used in 3DLBP is adopted by this paper. The experiment, which is built based on Outex-TC-00012, demonstrates that the LMLCP can evidently make a more accurate classification rate than LBP method. © 2011 World Scientific Publishing Company.
Keyword3DLBP contrast analysis illuminate invariant LBP Texture classification
DOI10.1142/S0218001411008518
URLView the original
Language英語
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Cited Times [WOS]:6   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionUniversity of Macau
Affiliation1.Northeastern University
2.Chongqing University
Recommended Citation
GB/T 7714
Chen H.-X.,Tang Y.Y.,Fang B.,et al. A multi-layer contrast analysis method for texture classification based on LBP[J]. International Journal of Pattern Recognition and Artificial Intelligence,2011,25(1):147-155.
APA Chen H.-X.,Tang Y.Y.,Fang B.,&Wang P.S.P..(2011).A multi-layer contrast analysis method for texture classification based on LBP.International Journal of Pattern Recognition and Artificial Intelligence,25(1),147-155.
MLA Chen H.-X.,et al."A multi-layer contrast analysis method for texture classification based on LBP".International Journal of Pattern Recognition and Artificial Intelligence 25.1(2011):147-155.
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