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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Bulgarian Academy of Sciences
2012
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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 |
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Q Science (General) Suryana, Nanna Sahib, Shahrin Akbar, Habibullah Controlling B-Spline Snake Behavior Using Particle Swarm Optimization |
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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. |
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Suryana, Nanna Sahib, Shahrin Akbar, Habibullah |
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Suryana, Nanna Sahib, Shahrin Akbar, Habibullah |
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Suryana, Nanna |
title |
Controlling B-Spline Snake Behavior Using Particle Swarm Optimization
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title_short |
Controlling B-Spline Snake Behavior Using Particle Swarm Optimization
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title_full |
Controlling B-Spline Snake Behavior Using Particle Swarm Optimization
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Controlling B-Spline Snake Behavior Using Particle Swarm Optimization
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Controlling B-Spline Snake Behavior Using Particle Swarm Optimization
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controlling b-spline snake behavior using particle swarm optimization |
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Bulgarian Academy of Sciences |
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2012 |
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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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