Trademarks cassification by Moment Invariant and FuzzyARTMAP
Organized by Kolej Universiti kejuruteraan Utara Malaysia (KUKUM), 14th - 15th May 2005 at Putra Palace Hotel, Kangar, Perlis.
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Kolej Universiti Kejuruteraan Utara Malaysia
2009
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my.unimap-71622009-09-08T03:24:37Z Trademarks cassification by Moment Invariant and FuzzyARTMAP Shahrul Nizam, Yaakob Puteh, Saad Abu Hassan, Abdullah Fuzzy ARTMAP Geometric moment Zernike moment Trademarks Optical pattern recognition Image processing Organized by Kolej Universiti kejuruteraan Utara Malaysia (KUKUM), 14th - 15th May 2005 at Putra Palace Hotel, Kangar, Perlis. The purpose of automated image classification is to facilitate a machine to classify image patterns without human intervention. There are a variety of approaches proposed to perform the task. In our case, the image chosen is that of trademark. Geometric and Zernike Moment techniques are employed to extract a set of patterns in terms of feature vectors from the image. Fuzzy ARTMAP is then utilized to classify the image patterns. In order to test the invariant properties of the feature vectors, trademark images are manipulated into various orientations in the aspect of rotational, translational and size. The classification performance of Fuzzy ARTMAP is evaluated based on cross validation techniques. It is found that Zernike Moments displayed a higher classification accuracy when compared to Geometric Moments. 2009-09-08T03:24:36Z 2009-09-08T03:24:36Z 2005-05-14 Working Paper p.117-122 http://hdl.handle.net/123456789/7162 en Proceedings of the 1st International Workshop on Artificial Life and Robotics Kolej Universiti Kejuruteraan Utara Malaysia |
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Universiti Malaysia Perlis |
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Malaysia |
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Universiti Malaysia Perlis |
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English |
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Fuzzy ARTMAP Geometric moment Zernike moment Trademarks Optical pattern recognition Image processing |
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Fuzzy ARTMAP Geometric moment Zernike moment Trademarks Optical pattern recognition Image processing Shahrul Nizam, Yaakob Puteh, Saad Abu Hassan, Abdullah Trademarks cassification by Moment Invariant and FuzzyARTMAP |
description |
Organized by Kolej Universiti kejuruteraan Utara Malaysia (KUKUM), 14th - 15th May 2005 at Putra Palace Hotel, Kangar, Perlis. |
format |
Working Paper |
author |
Shahrul Nizam, Yaakob Puteh, Saad Abu Hassan, Abdullah |
author_facet |
Shahrul Nizam, Yaakob Puteh, Saad Abu Hassan, Abdullah |
author_sort |
Shahrul Nizam, Yaakob |
title |
Trademarks cassification by Moment Invariant and FuzzyARTMAP |
title_short |
Trademarks cassification by Moment Invariant and FuzzyARTMAP |
title_full |
Trademarks cassification by Moment Invariant and FuzzyARTMAP |
title_fullStr |
Trademarks cassification by Moment Invariant and FuzzyARTMAP |
title_full_unstemmed |
Trademarks cassification by Moment Invariant and FuzzyARTMAP |
title_sort |
trademarks cassification by moment invariant and fuzzyartmap |
publisher |
Kolej Universiti Kejuruteraan Utara Malaysia |
publishDate |
2009 |
url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/7162 |
_version_ |
1643788708404527104 |
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13.209306 |