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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Main Authors: Shahrul Nizam, Yaakob, Puteh, Saad, Abu Hassan, Abdullah
Format: Working Paper
Language:English
Published: Kolej Universiti Kejuruteraan Utara Malaysia 2009
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Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/7162
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spelling 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
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Fuzzy ARTMAP
Geometric moment
Zernike moment
Trademarks
Optical pattern recognition
Image processing
spellingShingle 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
score 13.209306