A texture descriptor: BackGround Local Binary Pattern (BGLBP)

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 illuminati...

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Main Authors: Davarpanah, Seyed Hashem, Khalid, Fatimah, Abdullah, Lili Nurliyana, Golchin, Maryam
Format: Article
Language:English
Published: Springer New York LLC 2015
Online Access:http://psasir.upm.edu.my/id/eprint/43623/1/A%20texture%20descriptor%20BackGround%20Local%20Binary%20Pattern%20%28BGLBP%29.pdf
http://psasir.upm.edu.my/id/eprint/43623/
http://download.springer.com/static/pdf/963/art%253A10.1007%252Fs11042-015-2588-3.pdf?originUrl=http%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs11042-015-2588-3&token2=exp=1467015228~acl=%2Fstatic%2Fpdf%2F963%2Fart%25253A10.1007%25252Fs11042-015-258
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Institution: Universiti Putra Malaysia
Language: English
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spelling my.upm.eprints.436232016-07-22T01:23:26Z http://psasir.upm.edu.my/id/eprint/43623/ A texture descriptor: BackGround Local Binary Pattern (BGLBP) Davarpanah, Seyed Hashem Khalid, Fatimah Abdullah, Lili Nurliyana Golchin, Maryam 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. Springer New York LLC 2015 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/43623/1/A%20texture%20descriptor%20BackGround%20Local%20Binary%20Pattern%20%28BGLBP%29.pdf 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 http://download.springer.com/static/pdf/963/art%253A10.1007%252Fs11042-015-2588-3.pdf?originUrl=http%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs11042-015-2588-3&token2=exp=1467015228~acl=%2Fstatic%2Fpdf%2F963%2Fart%25253A10.1007%25252Fs11042-015-258 10.1007/s11042-015-2588-3
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description 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.
format Article
author Davarpanah, Seyed Hashem
Khalid, Fatimah
Abdullah, Lili Nurliyana
Golchin, Maryam
spellingShingle Davarpanah, Seyed Hashem
Khalid, Fatimah
Abdullah, Lili Nurliyana
Golchin, Maryam
A texture descriptor: BackGround Local Binary Pattern (BGLBP)
author_facet Davarpanah, Seyed Hashem
Khalid, Fatimah
Abdullah, Lili Nurliyana
Golchin, Maryam
author_sort Davarpanah, Seyed Hashem
title A texture descriptor: BackGround Local Binary Pattern (BGLBP)
title_short A texture descriptor: BackGround Local Binary Pattern (BGLBP)
title_full A texture descriptor: BackGround Local Binary Pattern (BGLBP)
title_fullStr A texture descriptor: BackGround Local Binary Pattern (BGLBP)
title_full_unstemmed A texture descriptor: BackGround Local Binary Pattern (BGLBP)
title_sort texture descriptor: background local binary pattern (bglbp)
publisher Springer New York LLC
publishDate 2015
url http://psasir.upm.edu.my/id/eprint/43623/1/A%20texture%20descriptor%20BackGround%20Local%20Binary%20Pattern%20%28BGLBP%29.pdf
http://psasir.upm.edu.my/id/eprint/43623/
http://download.springer.com/static/pdf/963/art%253A10.1007%252Fs11042-015-2588-3.pdf?originUrl=http%3A%2F%2Flink.springer.com%2Farticle%2F10.1007%2Fs11042-015-2588-3&token2=exp=1467015228~acl=%2Fstatic%2Fpdf%2F963%2Fart%25253A10.1007%25252Fs11042-015-258
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