A fast optimization method for level set segmentation

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5575 LNCS, Issue , 2009, Pages 400-409

  Andersson, Thord ^a   Läthén, Gunnar ^a   Lenz, Reiner ^a   Borga, Magnus ^a  

^a LINKÖPING UNIVERSITY   (Sweden)

Author keywords

Active contours; Gradient descent; Image segmentation; Level set method; Optimization; Rprop; Variational problems

Indexed keywords

ACTIVE CONTOURS; GRADIENT DESCENT; LEVEL SET METHOD; RPROP; VARIATIONAL PROBLEMS;

COST FUNCTIONS; DIGITAL IMAGE STORAGE; DROP BREAKUP; EQUATIONS OF MOTION; EVOLUTIONARY ALGORITHMS; IMAGE ANALYSIS; IMAGE SEGMENTATION; LEVEL MEASUREMENT; OPTIMIZATION; VARIATIONAL TECHNIQUES;

SET THEORY;

EID: 70350680349     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-02230-2_41     Document Type: Conference Paper

References (15)

1. Charpiat, G., Keriven, R., Pons, J.P., Faugeras, O.: Designing spatially coherent minimizing flows for variational problems based on active contours. In: Tenth IEEE International Conference on Computer Vision, ICCV 2005, October 2005, vol. 2, pp. 1403-1408 (2005)
2. Sundaramoorthi, G., Yezzi, A., Mennucci, A.: Sobolev active contours. International Journal of Computer Vision 73(3), 345-366 (2007)
3. Riedmiller, M., Braun, H.: A direct adaptive method for faster backpropagation learning: The rprop algorithm. In: Proceedings of the IEEE International Conference on Neural Networks, pp. 586-591 (1993)
4. Riedmiller, M., Braun, H.: Rprop - description and implementation details. Technical report, Universitat Karlsruhe (1994)
5. Nocedal, J., Wright, S.J.: Numerical Optimization, 2nd edn. Springer, Heidelberg (2006)
6. Schiffmann, W., Joost, M., Werner, R.: Comparison of optimized backpropagation algorithms. In: Proc. of ESANN 1993, Brussels, pp. 97-104 (1993)
7. Kimmel, R.: Fast edge integration. In: Geometric Level Set Methods in Imaging, Vision and Graphics. Springer, Heidelberg (2003)
8. Osher, S., Sethian, J.A.: Fronts propagating with curvature-dependent speed: Algorithms based on Hamilton-Jacobi formulations. Journal of Computational Physics 79, 12-49 (1988)
9. Osher, S., Fedkiw, R.: Level Set and Dynamic Implicit Surfaces. Springer, New York (2003)
10. Peng, D., Merriman, B., Osher, S., Zhao, H.K., Kang, M.: A pde-based fast local level set method. Journal of Computational Physics 155(2), 410-438 (1999)
11. Sethian, J.: A fast marching level set method for monotonically advancing fronts. Proceedings of the National Academy of Science 93, 1591-1595 (1996)
12. Zhao, H.K.: A fast sweeping method for eikonal equations. Mathematics of Computation (74), 603-627 (2005)
13. Läthén, G., Jonasson, J., Borga, M.: Phase based level set segmentation of blood vessels. In: Proceedings of 19th International Conference on Pattern Recognition, IAPR, Tampa, FL, USA (December 2008)
14. Granlund, G.H., Knutsson, H.: Signal Processing for Computer Vision. Kluwer Academic Publishers, Netherlands (1995)
15. Staal, J., Abramoff, M., Niemeijer, M., Viergever, M., van Ginneken, B.: Ridge based vessel segmentation in color images of the retina. IEEE Transactions on Medical Imaging 23(4), 501-509 (2004)