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Scale Selective Extended Local Binary Pattern For Texture Classification

Abstract: 

In this paper, we propose a new texture descriptor, scale selective extended local binary pattern (SSELBP), to characterize texture images with scale variations. We first utilize multiscale extended local binary patterns (ELBP) with rotation invariant and uniform mappings to capture robust local micro and macro-features. Then, we build a scale space using Gaussian filters and calculate the histogram of multi-scale ELBPs for the image at each scale. Finally, we select the maximum values from the corresponding bins of multi-scale ELBP histograms at different scales as scale-invariant features. A comprehensive evaluation on public texture databases (KTH-TIPS and UMD) shows that the proposed SSELBP has high accuracy comparable to state-of-the-art texture descriptors on gray scale-,rotation-, and scale-invariant texture classification but uses only one-third of the feature dimension.

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Paper Details

Authors:
Yuting Hu, Zhiling Long, and Ghassan Al-Regib
Submitted On:
9 March 2017 - 3:18pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Yuting Hu
Paper Code:
IVMSP-L8.2
Document Year:
2017
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Document Files

ICASSP2017_SSELBP_Yuting Hu_SigPort_20170309.pdf

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[1] Yuting Hu, Zhiling Long, and Ghassan Al-Regib, "Scale Selective Extended Local Binary Pattern For Texture Classification", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1642. Accessed: Jun. 28, 2017.
@article{1642-17,
url = {http://sigport.org/1642},
author = {Yuting Hu; Zhiling Long; and Ghassan Al-Regib },
publisher = {IEEE SigPort},
title = {Scale Selective Extended Local Binary Pattern For Texture Classification},
year = {2017} }
TY - EJOUR
T1 - Scale Selective Extended Local Binary Pattern For Texture Classification
AU - Yuting Hu; Zhiling Long; and Ghassan Al-Regib
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1642
ER -
Yuting Hu, Zhiling Long, and Ghassan Al-Regib. (2017). Scale Selective Extended Local Binary Pattern For Texture Classification. IEEE SigPort. http://sigport.org/1642
Yuting Hu, Zhiling Long, and Ghassan Al-Regib, 2017. Scale Selective Extended Local Binary Pattern For Texture Classification. Available at: http://sigport.org/1642.
Yuting Hu, Zhiling Long, and Ghassan Al-Regib. (2017). "Scale Selective Extended Local Binary Pattern For Texture Classification." Web.
1. Yuting Hu, Zhiling Long, and Ghassan Al-Regib. Scale Selective Extended Local Binary Pattern For Texture Classification [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1642