Statistical texture classification via histograms of wavelet filtered images

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Title Statistical texture classification via histograms of wavelet filtered images
Author Liew, Alan Wee-Chung; Jo, Jun Hyung; Chae, Tae Byong; Chun, Yong-Sik
Publication Title Proceedings of the 2011 International Conference on Wavelet Analysis and Pattern Recognition
Editor Bin Fang, Xinge You
Year Published 2011
Place of publication USA
Publisher IEEE
Abstract We show how the first order statistic, i.e. the histogram, of the wavelet filtered image is related to the higher order statistic of the original image. We then propose a texture classification method that uses the histogram information of the filtered images as the feature vector. The histogram based features are able to provide richer description of the texture information. Classification experiments show that the proposed method achieves significantly better classification result than the traditional Gabor wavelet filtering method that uses only the mean and standard deviation of the filtered image as feature vectors.
Peer Reviewed Yes
Published Yes
Alternative URI http://dx.doi.org/10.1109/ICWAPR.2011.6014488
Copyright Statement Copyright 2011 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
ISBN 978-1-4577-0281-5
Conference name 2011 International Conference on Wavelet Analysis and Pattern Recognition
Location Guilin, Guangxi, China
Date From 2011-07-10
Date To 2011-07-13
URI http://hdl.handle.net/10072/40894
Date Accessioned 2011-07-24
Date Available 2011-10-06T05:00:12Z
Language en_AU
Research Centre Institute for Integrated and Intelligent Systems
Faculty Faculty of Science, Environment, Engineering and Technology
Subject Image Processing; Pattern Recognition and Data Mining
Publication Type Conference Publications (Full Written Paper - Refereed)
Publication Type Code e1

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