Controlling B-Spline Snake Behavior Using Particle Swarm Optimization

Traditional active contour models are hardly convergence to object boundaries where subjective contour and complex background appear. One of the main reasons is because the weighted combination of image energy functions can produce totally different B-Spline snake behaviors. Some efforts have been f...

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Main Authors: Suryana, Nanna, Sahib, Shahrin, Akbar, Habibullah
Format: Article
Language:English
Published: Bulgarian Academy of Sciences 2012
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Online Access:http://eprints.utem.edu.my/id/eprint/23068/2/16.3_03.pdf
http://eprints.utem.edu.my/id/eprint/23068/
http://www.biomed.bas.bg/bioautomation/2012/vol_16.3/files/16.3_03.pdf
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Institution: Universiti Teknikal Malaysia Melaka
Language: English
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spelling my.utem.eprints.230682021-07-07T11:00:08Z http://eprints.utem.edu.my/id/eprint/23068/ Controlling B-Spline Snake Behavior Using Particle Swarm Optimization Suryana, Nanna Sahib, Shahrin Akbar, Habibullah Q Science (General) Traditional active contour models are hardly convergence to object boundaries where subjective contour and complex background appear. One of the main reasons is because the weighted combination of image energy functions can produce totally different B-Spline snake behaviors. Some efforts have been focused to improve the external energy forces but also lead to higher computational cost. In this research, an approach based on the particle swarm optimization is utilized to control the snake behavior without the necessity of computing the additional information. In the proposed approach the weighted parameters are optimized using particle swarm optimization by evaluating control points of B-Spline snake in the image energy terms. This method enables the snake to initialize the image energy coefficient automatically and in more convenient way. Experimental results demonstrate that the proposed method can improve the snake behavior. Bulgarian Academy of Sciences 2012-09-15 Article PeerReviewed text en http://eprints.utem.edu.my/id/eprint/23068/2/16.3_03.pdf Suryana, Nanna and Sahib, Shahrin and Akbar, Habibullah (2012) Controlling B-Spline Snake Behavior Using Particle Swarm Optimization. International Journal Bioautomation, 16 (3). pp. 179-186. ISSN 1314-2321 http://www.biomed.bas.bg/bioautomation/2012/vol_16.3/files/16.3_03.pdf
institution Universiti Teknikal Malaysia Melaka
building UTEM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknikal Malaysia Melaka
content_source UTEM Institutional Repository
url_provider http://eprints.utem.edu.my/
language English
topic Q Science (General)
spellingShingle Q Science (General)
Suryana, Nanna
Sahib, Shahrin
Akbar, Habibullah
Controlling B-Spline Snake Behavior Using Particle Swarm Optimization
description Traditional active contour models are hardly convergence to object boundaries where subjective contour and complex background appear. One of the main reasons is because the weighted combination of image energy functions can produce totally different B-Spline snake behaviors. Some efforts have been focused to improve the external energy forces but also lead to higher computational cost. In this research, an approach based on the particle swarm optimization is utilized to control the snake behavior without the necessity of computing the additional information. In the proposed approach the weighted parameters are optimized using particle swarm optimization by evaluating control points of B-Spline snake in the image energy terms. This method enables the snake to initialize the image energy coefficient automatically and in more convenient way. Experimental results demonstrate that the proposed method can improve the snake behavior.
format Article
author Suryana, Nanna
Sahib, Shahrin
Akbar, Habibullah
author_facet Suryana, Nanna
Sahib, Shahrin
Akbar, Habibullah
author_sort Suryana, Nanna
title Controlling B-Spline Snake Behavior Using Particle Swarm Optimization
title_short Controlling B-Spline Snake Behavior Using Particle Swarm Optimization
title_full Controlling B-Spline Snake Behavior Using Particle Swarm Optimization
title_fullStr Controlling B-Spline Snake Behavior Using Particle Swarm Optimization
title_full_unstemmed Controlling B-Spline Snake Behavior Using Particle Swarm Optimization
title_sort controlling b-spline snake behavior using particle swarm optimization
publisher Bulgarian Academy of Sciences
publishDate 2012
url http://eprints.utem.edu.my/id/eprint/23068/2/16.3_03.pdf
http://eprints.utem.edu.my/id/eprint/23068/
http://www.biomed.bas.bg/bioautomation/2012/vol_16.3/files/16.3_03.pdf
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