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Texture classification using discriminant wavelet packet subbands

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Rajpoot, Nasir M. (Nasir Mahmood) (2002) Texture classification using discriminant wavelet packet subbands. In: 45th Midwest Symposium on Circuits and Systems (MWSCAS 2002), Tulsa, OK, 04-07 Aug 2002. Published in: The 2002 45th Midwest Symposium on Circuits and Systems : conference proceedings : August 4-7, 2002, Tulsa, Oklahoma., Volume 3 pp. 300-303. ISBN 0780375238.

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Official URL: http://dx.doi.org/10.1109/MWSCAS.2002.1187032

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Abstract

This paper addresses the issue of selecting features from a given wavelet packet subband decomposition that are most useful for texture classification in an image. A functional measure based on Kullback-Leibler distance is proposed as a way to select most discriminant subbands. Experimental results show a superior performance in terms of classification error rates.

Item Type: Conference Item (Paper)
Subjects: Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software
T Technology > TK Electrical engineering. Electronics Nuclear engineering
T Technology > TR Photography
Divisions: Faculty of Science, Engineering and Medicine > Science > Computer Science
Library of Congress Subject Headings (LCSH): Image processing -- Digital techniques, Wavelets (Mathematics), Error analysis (Mathematics)
Journal or Publication Title: The 2002 45th Midwest Symposium on Circuits and Systems : conference proceedings : August 4-7, 2002, Tulsa, Oklahoma.
Publisher: IEEE
ISBN: 0780375238
Official Date: 2002
Dates:
DateEvent
2002Published
Volume: Volume 3
Number of Pages: 4
Page Range: pp. 300-303
Status: Peer Reviewed
Publication Status: Published
Access rights to Published version: Restricted or Subscription Access
Conference Paper Type: Paper
Title of Event: 45th Midwest Symposium on Circuits and Systems (MWSCAS 2002)
Type of Event: Conference
Location of Event: Tulsa, OK
Date(s) of Event: 04-07 Aug 2002

Data sourced from Thomson Reuters' Web of Knowledge

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