Segmentation of Medical Images Using Active Contour Models and Genetic Alogorithms

Active Contour Model과 유전 알고리즘을 이용한 의료 영상 분할

  • Published : 2000.10.01

Abstract

In this paper, we propose the method to extract the anatomical objects in medical images using active contour models and genetic algorithms. The performance of active contour models is mostly decided by the optimization of active contour model's energy. So, we propose to use genetic algorithms to optimize the energy of active contour models. We experimented our proposed method on the femoral head medical images and proved that our method provides very acceptable results from any initialization of active contour models.

본 논문에서는 active contour model과 유전 알고리즘을 이용하여 의료영상에서 해부학적 객체의 경계선을 자동으로 추출하는 방법을 제안한다. active contour model의 성능은 active contour model의 에너지를 최적화 하는 방법에 크게 영향을 받는다. 본 논문에서는 유전 알고리즘을 이용하여 active contour model의 에너지를 최적화 하는 방법을 제안한다. 본 방법을 대퇴골두 의료영상에 적용하여 실험하였으며, active contour model의 초기화에 관계없이 성공적인 결과를 얻었음을 보였다.

Keywords

References

  1. Ph.D. Thesis, Department of Computer Science Adaptive Image Segmentation S. Lee
  2. International Journal of Computer Vision Snake: Active contour models M. Kass;A. Witkin;D. Terzopoulos
  3. Active Contours A. Blake;M. Isard
  4. Proceedings of the 10th Intl. Conf. on Pattern Recognition v.1 Towards autonomy in active contour models M.O. Berger;R. Mohr
  5. IEEE International Conference on Computer Vision Using dynamic programming for minimizing the energy of active contours in the presence of hard constraints A.A. Amini;S. Tehrani;T.E. Weymouth
  6. CVGIP: Image Understanding v.55 no.1 A fast algorithm for active contours and curvature estimation D.J. Williams;M. Shah
  7. IEEE Proceedings-E v.140 no.6 Minimising the energy of active contour model using Hopfield network C.T. Tsai;Y.N. Sun;P.C. Chung
  8. Computer Vision, Graphics, and Image Processing: Image Understanding v.53 no.2 On active contour models and balloons L.D. Cohen
  9. IEEE Trans. on Pattern Analysis and Machine Intelligence v.15 no.11 Finite-element methods for active contour models and balloons for 2-D and 3-D images L.D. Cohen;I. Cohen
  10. Adaptation in Natural and Artificial Systems J.H. Holland
  11. Genetic Algorithms and Simulated Annealing Genetic algorithms and simulated annealing: An overview L. Davis;M. Steenstrup;L. Davis(ed.)
  12. Intelligent Optimisation Techniques D. Karaboga;D.T. Pham
  13. Proceeding of DARPA Image Understanding Workshop B-Snakes: Implementation and application to stereo S. Menet;P. Saint-Marc;G. Medioni
  14. Proceedings IEEE Conf. on Evolutionary Computation v.1 Transforming the search space with Gray coding K.E. Mathias;D. Whitley
  15. Evolutionary Computation Journal v.4 no.2 Genetic algorithms, selection schemes, and the varying effects of noise B.L. Miller;D.E. Goldberg
  16. Proceedings of the First IEEE Conf. on Evolutionary Computation Elitist recombination: an integrated selection recombination genetic algorithm D. Thierens;D.E. Goldberg
  17. Dutch Conference in Artificial Intelligence Multi-parent recombination to overcome premature convergence in genetic algorithms C.H.M. van Kemenade;A.E. Eiben
  18. IEEE Transactions on Systems, Man, and Cybernetics v.SMC-16 no.1 Optimization of control parameters for genetic algorithms J.J. Greffenstette