Active contours and information theory for supervised segmentation on scalar images

European Signal Processing Conference

Volumn , Issue , 2007, Pages 1769-1773

  Duay, Valérie ^a   Luti, Sara ^b   Menegaz, Gloria ^b   Thiran, Jean Philippe ^a  

^a EPFL   (Switzerland)

^b UNIVERSITY OF SIENA   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVE CONTOURS; COMPUTATIONAL COSTS; ENTROPY-BASED; INFORMATION MEASURES; INTENSITY DIFFERENCE; JOINT ENTROPY; MEDICAL IMAGES; PRE-PROCESSING STEP; REFERENCE IMAGE; REGION COMPETITION; SEGMENTATION ACCURACY; SUPERVISED SEGMENTATION; SYNTHETIC DATA;

ENTROPY; INFORMATION THEORY; PROBABILITY DENSITY FUNCTION; SIGNAL PROCESSING;

IMAGE SEGMENTATION;

EID: 84863774252     PISSN: 22195491     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (21)

1. C. Shannon, "A mathematical theory of communication," in Bell Sys. Tech. J., 27, pp. 379-423, 1948.
2. E. Parzen, "On Estimation of a Probability Density Function and Mode," in The Annals of Mathematical Statistics, 33(3), pp. 1065-1076, 1962.
3. I. A. Ahmad and P. Lin, "A Nonparametric Estimation of the Entropy for Absolutely Continuous Distributions," in IEEE Transactions on Information Theory, 22(3), pp. 372-375, 1976.
4. M. Kass, A. Witkin, and D. Terzopoulos D, "Snakes: active contour models," in First international conference on computer vision, pp. 259-268, 1987.
5. S. Osher and J. A. Sethian, "Fronts Propagating with Curvature-Dependent Speed: Algorithms based on Hamilton-Jacobi Formulations," in Journal of Computational Physics, 79(1), pp. 12-49, 1988.
6. C.R.J. Maurer et al., "A review of medical image registration," in Interactive Image-Guided Neurosurgery, R. Maciunas, Editor., American Association of Neurological Surgeons: Park Ridge, IL. pp. 17-44, 1993.
7. S. C. Zhu and A. Yuille, "Region Competition: Unifying Snakes, Region Growing, and Bayes/MDL for Multiband Image Segmentation," in IEEE Transactions on Pattern Analysis and Machine Intelligence, 18(9), pp. 884-900, 1996.
8. V. Caselles, R. Kimmel, and G. Sapiro, "Geodesic Active Contours," in International Journal of Computer Vision, 22 (1), pp. 61-79, 1997.
9. J.B. Maintz and A. Viergever, "A survey of medical image registration," in Medical Image Analysis, 2(1), pp. 1-36, 1998.
10. A. Yezzi, A. Tsai, and A. Willsky, "A Statistical Approach to Snakes for Bimodal and Trimodal Imagery," in International Conference of Computer Vision, pp. 898-903, 1999.
11. T. Chan and L. Vese, "Active contours without edges," in IEEE Transactions on Image Processing, 10(2), pp. 266-277, 2001.
12. N. Paragios and R. Deriche, "Geodesic Active Regions: A New Paradigm to Deal with Frame Partition Problems in Computer Vision," in Computer Vision. Journal of Visual Communication and Image Representation, 13(1-2), pp. 249-268, 2002.
13. G. Aubert, M. Barlaud, O. Faugeras and S. Jehan-Besson, "Image Segmentation using Active Contours: Calculus of Variations or Shape Gradients," in SIAM Applied Mathematics, 63(6), pp. 2128-2154, 2003.
14. P.-F. DHaese, V. Duay, R. Li, A. du Bois DAische, Th.E. Merchant, A. J. Cmelak, E. F. Donnelly, K. J. Niermann, B. Macq and B. M. Dawant, "Automatic Segmentation of Brain Structures for Radiation Therapy Planning," in SPIE Medical Image Processing, pp. 517-526, 2003.
15. S. Jehan-Besson, M. Barlaud, G. Aubert and O. Faugeras, "Shape Gradients for Histogram Segmentation using Active Contours," in International Conference on Computer Vision, 2003.
16. S. Jehan-Besson, M. Barlaud and G. Aubert, "DREAM2S: Deformable Regions driven by an Eulerian Accurate Minimization Method for Image and Video Segmentation," in International Journal of Computer Vision, 53(1), pp. 45-70, 2003.
17. A. Herbulot, S. Jehan-Besson, M. Barlaud and G. Aubert, "Shape gradient for image segmentation using information theory," in ICASSP, pp. 21-24, 2004.
18. V. Duay, M. Bach Cuadra, X. Bresson and J. Thiran, "Dense Deformation Field Estimation for Atlas Registration using the Active Contour Framework," in EUSIPCO, 2006.
19. A. Herbulot, S. Jehan-Besson, S. Duffner, M. Barlaud and G. Aubert, "Segmentation of Vectorial Image Features Using Shape Gradients and Information Measures," in Journal of Mathematical Imaging and Vision, 25(3), pp. 365-386, 2006.
20. G. Menegaz, S. Luti, V. Duay and J.-Ph. Thiran, "An interactive toolbox for atlas-based segmentation and coding of volumetric images," in SPIE, 2007
21. V. Duay, X. Bresson, N. Houhou, M. Bach Cuadra and J.-Ph. Thiran, "Registration of multiple regions derived from the optical flow model and the active contour framework," in EUSIPCO, 2007