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http://dx.doi.org/10.3745/KIPSTB.2004.11B.3.281

Energy Minimization Model for Pattern Classification of the Movement Tracks  

Kang, Jin-Sook (부산대학교 대학원 컴퓨터공학과)
Kim, Jin-Sook (동의공업대학 컴퓨터정보계)
Cha, Eul-Young (부산대학교 컴퓨터공학과)
Publication Information
The KIPS Transactions:PartB / v.11B, no.3, 2004 , pp. 281-288 More about this Journal
Abstract
In order to extract and analyze complex features of the behavior of animals in response to external stimuli such as toxic chemicals, we implemented an adaptive computational method to characterize changes in the behavior of chironomids in response to treatment with the insecticide, diazinon. In this paper, we propose an energy minimization model to extract the features of response behavior of chironomids under toxic treatment, which is applied on the image of velocity vectors. It is based on the improved active contour model and the variations of the energy functional, which are produced by the evolving active contour. The movement tracks of individual chironomid larvae were continuously measured in 0.25 second intervals during the survey period of 4 days before and after the treatment. Velocity on each sample track at 0.25 second intervals was collected in 15-20 minute periods and was subsequently checked to effectively reveal behavioral states of the specimens tested. Active contour was formed around each collection of velocities to gradually evolve to find the optimal boundaries of velocity collections through processes of energy minimization. The active contour which is improved by T. Chan and L. Vese is used in this paper. The energy minimization model effectively revealed characteristic patterns of behavior for the treatment versus no treatment, and identified changes in behavioral states .is the time progressed.
Keywords
Active Contour; Energy Minimization; Feature Extraction; Pattern Classification;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
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1 Dutta, H., Marcelino, J. Richmonds, Ch., 'Brain actylchol-inesterase activity and optomotor behavior in bluegills, Lepomis macrochirus exposed to different concentrations of diazinon,' Arch. Intern. Physiol. Biochim. Biophys., 100(5), pp.331 -334, 1992   DOI
2 Lemly, A. D., Smith, R. J., 'A behavioral assay for assessing effects of pollutants of fish chemoreception,' Ecotoxicology and Environmental Safety, 11(2), pp.210-218, 1986   DOI   ScienceOn
3 Inn-Sil Kwak, Tae-Soo Chon, Hyun-Min Kang, Nam-Il Chung, long-Sang Kim, Sung-Cheol Koh, Sung-Kyu Lee and Yoo-Shin Kim, 'Monitoring the Movement Tracks of Medaka(Olyzias latipes) in Response to Sub-Lethal Treatments of an Insecticide by Using Artificial Neural Networks,' Vol.120, pp.671-681, 2002
4 김철기, 차의영, '수질 모니터링을 위한 유해 물질 유입에 따른 생물체의 행동 반응 분석 및 인식,' 정보처리학회논문지B, 제9-B권 제5호, pp.663-672, 2002   과학기술학회마을   DOI
5 E. Trucco and A. Verri, Introductory Techniques for 3-D Computer Vision, New Jersey, Prentice Hall, 1998
6 G. Aubert and L. Vese, 'A variational method in image recovery,' SIAM J. Numer.Anal., Vol.34, No.5, pp.1948-1979, 1997   DOI   ScienceOn
7 B. R. Lee, A. Ben Hamza and Hamid Krim, 'An active contour model for image segmentation: A Variational Perspective,' IEEE International Conference on Acoustics Speech and Signal Processing, Orlando, Florida, May, 2002
8 M. Sonka, V. Hlavac, R. Boyle, 'Image processing, Analysis and Machine Vision,' PWS Publishing, 1999
9 M. Kass, A. Witkin and D. Terzopoulos, 'Snakes : Active contour models,' Int. J. Comput. Wis., Vol.l, pp.321-331, 1988   DOI
10 R. Malladi, J. Sethian and B. Vemuri, 'A Topology Independent Shape Modeling Scheme,' Proceedings of SPIE Congo on Geometric Methods in Computer Vision II, San Diego, Vol.2031, pp.246-258, July, 1993   DOI
11 V. Casslles, R. Kimmel and G. Sapiro, 'On geodesic active contours,' Int. J. computer Vision, 22(1), pp.61-79, 1979   DOI
12 S. Osher and J. Sethian, 'Fronts Propagation with curvature dependent speed : Algorithm based on Hamilton -Jacobi Formulation,' J. Comput. Phys., Vol.79, pp.12-49, 1988   DOI   ScienceOn
13 T. Chan, L. Vese, 'Active Contours without Edges,' IEEE Trans. Image Processing, Vol.10, No.2, pp.266-277, February, 2001   DOI   ScienceOn
14 D. Mumford and J. Shah, 'Optimal approximation by piecewise smooth functions and associated variational problems,' Commun. Pure Appl, Math., Vol.42, pp.577-685, 1989   DOI