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Wavelets and support vector machines for texture classification
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Rajpoot, Kashif and Rajpoot, Nasir M. (Nasir Mahmood) (2004) Wavelets and support vector machines for texture classification. In: 8th IEEE International Multitopic Conference (INMIC 2004), Lahore, Pakistan, 24-26 Dec 2004. Published in: Proceedings of INMIC 2004. 8th International Multitopic Conference, 2004. pp. 328-333. ISBN 0780386809. doi:10.1109/INMIC.2004.1492898
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Official URL: http://dx.doi.org/10.1109/INMIC.2004.1492898
Abstract
We present a novel texture classification algorithm using 2-D discrete wavelet transform (DWT) and support vector machines (SVM). The DWT is used to generate feature images from individual wavelet subbands, and a local energy function is computed corresponding to each pixel of the feature images. This feature vector is first used for training and later on for testing the SVM classifier. The experimental setup consists of images from the Brodatz and MIT VisTeX texture databases and a combination of some images therein. The proposed method produces promising classification results for both single and multiple class texture analysis problems.
Item Type: | Conference Item (Paper) | ||||
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Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software | ||||
Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
Journal or Publication Title: | Proceedings of INMIC 2004. 8th International Multitopic Conference, 2004. | ||||
Publisher: | IEEE | ||||
ISBN: | 0780386809 | ||||
Official Date: | 2004 | ||||
Dates: |
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Page Range: | pp. 328-333 | ||||
DOI: | 10.1109/INMIC.2004.1492898 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Date of first compliant deposit: | 27 December 2015 | ||||
Conference Paper Type: | Paper | ||||
Title of Event: | 8th IEEE International Multitopic Conference (INMIC 2004) | ||||
Type of Event: | Conference | ||||
Location of Event: | Lahore, Pakistan | ||||
Date(s) of Event: | 24-26 Dec 2004 |
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