Fast computation of exact Zernike moments using cascaded digital filters

Zernike moments have been extensively used and have received much research attention in a number of fields: object recognition, image reconstruction, image segmentation, edge detection and biomedical imaging. However, computation of these moments is time consuming. Thus, we present a fast computatio...

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Main Authors: Lim, C.L., Honarvar, B., Thung, K.H., Paramesran, Raveendran
Format: Article
Published: Elsevier 2011
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Online Access:http://eprints.um.edu.my/2065/
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spelling my.um.eprints.20652019-09-20T08:32:55Z http://eprints.um.edu.my/2065/ Fast computation of exact Zernike moments using cascaded digital filters Lim, C.L. Honarvar, B. Thung, K.H. Paramesran, Raveendran QA75 Electronic computers. Computer science Zernike moments have been extensively used and have received much research attention in a number of fields: object recognition, image reconstruction, image segmentation, edge detection and biomedical imaging. However, computation of these moments is time consuming. Thus, we present a fast computation technique to calculate exact Zernike moments by using cascaded digital filters. The novelty of the method proposed in this paper lies in the computation of exact geometric moments directly from digital filter outputs, without the need to first compute geometric moments. The mathematical relationship between digital filter outputs and exact geometric moments is derived and then they are used in the formulation of exact Zernike moments. A comparison of the speed of performance of the proposed algorithm with other state-of-the-art alternatives shows that the proposed algorithm betters current computation time and uses less memory. Elsevier 2011-09 Article PeerReviewed Lim, C.L. and Honarvar, B. and Thung, K.H. and Paramesran, Raveendran (2011) Fast computation of exact Zernike moments using cascaded digital filters. Information Sciences, 181 (17). pp. 3638-3651. ISSN 0020-0255 http://apps.webofknowledge.com/full_record.do?product=UA&search_mode=Refine&qid=2&SID=R1fpLBCkhO4BPoH9A24&page=1&doc=2
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Lim, C.L.
Honarvar, B.
Thung, K.H.
Paramesran, Raveendran
Fast computation of exact Zernike moments using cascaded digital filters
description Zernike moments have been extensively used and have received much research attention in a number of fields: object recognition, image reconstruction, image segmentation, edge detection and biomedical imaging. However, computation of these moments is time consuming. Thus, we present a fast computation technique to calculate exact Zernike moments by using cascaded digital filters. The novelty of the method proposed in this paper lies in the computation of exact geometric moments directly from digital filter outputs, without the need to first compute geometric moments. The mathematical relationship between digital filter outputs and exact geometric moments is derived and then they are used in the formulation of exact Zernike moments. A comparison of the speed of performance of the proposed algorithm with other state-of-the-art alternatives shows that the proposed algorithm betters current computation time and uses less memory.
format Article
author Lim, C.L.
Honarvar, B.
Thung, K.H.
Paramesran, Raveendran
author_facet Lim, C.L.
Honarvar, B.
Thung, K.H.
Paramesran, Raveendran
author_sort Lim, C.L.
title Fast computation of exact Zernike moments using cascaded digital filters
title_short Fast computation of exact Zernike moments using cascaded digital filters
title_full Fast computation of exact Zernike moments using cascaded digital filters
title_fullStr Fast computation of exact Zernike moments using cascaded digital filters
title_full_unstemmed Fast computation of exact Zernike moments using cascaded digital filters
title_sort fast computation of exact zernike moments using cascaded digital filters
publisher Elsevier
publishDate 2011
url http://eprints.um.edu.my/2065/
http://apps.webofknowledge.com/full_record.do?product=UA&search_mode=Refine&qid=2&SID=R1fpLBCkhO4BPoH9A24&page=1&doc=2
_version_ 1646210098640453632
score 13.214268