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Texture based classification of hyperspectral colon biopsy samples using CLBP
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Masood, Khalid and Rajpoot, Nasir M. (Nasir Mahmood) (2009) Texture based classification of hyperspectral colon biopsy samples using CLBP. In: 6th IEEE International Symposium on Biomedical Imaging (ISBI 2009), Boston, MA, 28 Jun -1 Jul 2009. Published in: IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2009. ISBI '09. pp. 1011-1014. ISBN 9781424439317. doi:10.1109/ISBI.2009.5193226 ISSN 1945-7928.
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Official URL: http://dx.doi.org/10.1109/ISBI.2009.5193226
Abstract
Computer aided diagnosis (CAD) is aimed at supporting the pathologists in their diagnosis. In this paper, we present an algorithm for texture-based classification of colon tissue patterns. In this method, a single band is selected from its hyperspectral cube and spatial analysis is performed using circular local binary pattern (CLBP) features. A novel method for feature selection is presented resulting in the best feature set without actually running the classifier. Classification results using Gaussian kernel SVM, with an accuracy of 90%, demonstrate that texture analysis based on CLBP features is able to distinguish the benign and malignant patterns.
Item Type: | Conference Item (Paper) | ||||
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Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
Journal or Publication Title: | IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2009. ISBI '09. | ||||
Publisher: | IEEE | ||||
ISBN: | 9781424439317 | ||||
ISSN: | 1945-7928 | ||||
Book Title: | 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro | ||||
Official Date: | 2009 | ||||
Dates: |
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Page Range: | pp. 1011-1014 | ||||
DOI: | 10.1109/ISBI.2009.5193226 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access | ||||
Date of first compliant deposit: | 27 December 2015 | ||||
Conference Paper Type: | Paper | ||||
Title of Event: | 6th IEEE International Symposium on Biomedical Imaging (ISBI 2009) | ||||
Type of Event: | Other | ||||
Location of Event: | Boston, MA | ||||
Date(s) of Event: | 28 Jun -1 Jul 2009 |
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