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A texture descriptor: BackGround Local Binary Pattern (BGLBP)


Citation

Davarpanah, Seyed Hashem and Khalid, Fatimah and Abdullah, Lili Nurliyana and Golchin, Maryam (2015) A texture descriptor: BackGround Local Binary Pattern (BGLBP). Multimedia Tools and Applications, 10.1007/s11042-015-2 (April). p. 20. ISSN 1380-7501; ESSN: 1573-7721

Abstract

Local Binary Pattern (LBP) is invariant to the monotonic changes in the grey scale domain. This property enables LBP to present a texture descriptor being useful in applications dealing with the local illumination changes. However, the existing versions of LBP are not able to handle image illumination changes, especially in outdoor environments. The non-patterned illumination changes disturb performance of the background extraction methods. In this paper, an extended version of LBP which is called BackGround LBP (BGLBP) is presented. BGLBP is designed for the background extraction application but it is extendable to the other areas as a texture descriptor. BGLBP is an extension of D-LBP, Centre-Symmetric LBP, ULBP, and R-LBP and it has been designed to inherit the positive properties of previous versions. The performance of BGLBP as a part of background extraction method is investigated. In addition, a comparison between BGLBP as a general texture descriptor and a number of LBP versions is conducted.


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Additional Metadata

Item Type: Article
Divisions: Faculty of Computer Science and Information Technology
DOI Number: https://doi.org/10.1007/s11042-015-2588-3
Publisher: Springer New York LLC
Keywords: LBP; Texture descriptor; Background extraction; Moving detection
Depositing User: Mohd Hafiz Che Mahasan
Date Deposited: 22 Jul 2016 01:23
Last Modified: 22 Jul 2016 01:23
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.1007/s11042-015-2588-3
URI: http://psasir.upm.edu.my/id/eprint/43623
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