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Multiscale texture classification using dual-tree complex wavelet transform

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Çelik, Turgay and Tjahjadi, Tardi (2009) Multiscale texture classification using dual-tree complex wavelet transform. Pattern Recognition Letters, Vol.30 (No.3). pp. 331-339. doi:10.1016/j.patrec.2008.10.006

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Official URL: http://dx.doi.org/10.1016/j.patrec.2008.10.006

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Abstract

This paper presents a multiscale texture classifier that exploits the Gabor-like properties of the dual-tree complex wavelet transform, shift invariance and six directional subbands at each scale, and uses a feature vector comprising of a variance and an entropy at different scales of each of the directional subbands. Experimental results demonstrate its robustness against noise and a higher classification accuracy than a discrete wavelet transform based classifier.

Item Type: Journal Article
Subjects: T Technology > TA Engineering (General). Civil engineering (General)
T Technology > TK Electrical engineering. Electronics Nuclear engineering
Divisions: Faculty of Science > Engineering
Library of Congress Subject Headings (LCSH): Image processing -- Digital techniques, Wavelets (Mathematics), Texture mapping
Journal or Publication Title: Pattern Recognition Letters
Publisher: Elsevier BV
ISSN: 0167-8655
Official Date: 1 February 2009
Dates:
DateEvent
1 February 2009Published
Volume: Vol.30
Number: No.3
Number of Pages: 9
Page Range: pp. 331-339
DOI: 10.1016/j.patrec.2008.10.006
Status: Peer Reviewed
Publication Status: Published
Access rights to Published version: Restricted or Subscription Access
Funder: University of Warwick Vice Chancellor Scholarship

Data sourced from Thomson Reuters' Web of Knowledge

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