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http://dx.doi.org/10.3745/KIPSTB.2006.13B.3.315

Improved Edge Detection Algorithm Using Ant Colony System  

Kim In-Kyeom (성결대학교 정보통신공학부)
Yun Min-Young (성결대학교 정보통신공학부)
Abstract
Ant Colony System(ACS) is easily applicable to the traveling salesman problem(TSP) and it has demonstrated good performance on TSP. Recently, ACS has been emerged as the useful tool for the pattern recognition, feature extraction, and edge detection. The edge detection is wifely utilized in the area of document analysis, character recognition, and face recognition. However, the conventional operator-based edge detection approaches require additional postprocessing steps for the application. In the present study, in order to overcome this shortcoming, we have proposed the new ACS-based edge detection algorithm. The experimental results indicate that this proposed algorithm has the excellent performance in terms of robustness and flexibility.
Keywords
Ant Colony System; Image Processing; Edge Detection;
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Times Cited By KSCI : 1  (Citation Analysis)
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1 Bonabeau, E., Dorigo, M. and Theraulaz, G., Swarm Intelligence: From Natural to Artificial Systems, Oxford University Press, 1999
2 Gonzalez, R. C. and Woods, R. E. 'Digital Image Processing', Second Edition, Prentice Hall, 2002
3 Dorigo, M. and Stutzle, T., Ant Colony Optimization, MIT Press, 2003
4 Dorigo, M. and Gambardella, L. M., 'Ant Colonies for the Travelling Salesman Problem,' BioSystems 43, pp.73-81, 1997   DOI   ScienceOn
5 Nezamabadi-pour, H., Saryazdi, S. and Rashedi, E., 'Edge detection using ant algorithms,' Soft Computing, August 1, 2005
6 Ramos, V., Muge, F. and Pina, P., 'Self-Organized Data and Image Retrieval as a Consequence of Inter-Dynamic Synergistic Relationships in Artificial Ant Colonies,' Hybrid Intelligence Systems, Vol.87, 2002
7 Ramos, V. and Almeida, F., 'Artificial Ant Colonies in Digital Image Habitats: A Mass Behaviour Effect Study on Pattern Recognition,' Proc. of ANTS'2000 - International Workshop on Ant Algorithms, pp.113-116, 2000
8 김인겸, 윤민영, '방문판매원 문제에 적용한 개선된 개미 군락 시스템', 정보처리학회논문지 B, 제12-B권 제7호, pp.823-828, 2005   과학기술학회마을   DOI
9 Dorigo, M., Caro, G. D. and Gambardella, L. M., 'Ant Algorithms for Discrete Optimization,' Artificial Life, Vol.5, No.3, pp.137-172, 1999   DOI   ScienceOn
10 Dorigo, M., Maniezzo, V., and Colorni, A., 'The Ant System: Optimization by a colony of cooperating agents,' IEEE Transactions on Systems, Man, and Cybernetics-Part B, Vol.26, No.1, pp.1-13, 1996   DOI