Nonparametric shape priors for active contour-based image segmentation

13th European Signal Processing Conference, EUSIPCO 2005

Volumn , Issue , 2005, Pages 2466-2469

  Kim, Junmo ^a   Çetin, Müjdat ^a   Willsky, Alan S ^a  

^a MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVE CONTOURS; DENSITY ESTIMATES; DISTANCE METRICS; LOW QUALITIES; MAXIMUM A POSTERIORI ESTIMATION; MISSING DATA; MULTI-MODAL; MULTIPLE CLASS; NON-PARAMETRIC; OPTIMIZATION PROBLEMS; PARZEN DENSITY ESTIMATOR; PRIOR INFORMATION; PROBABILITY DENSITIES; SEGMENTATION PROCESS; SHAPE DENSITY; SHAPE DISTRIBUTION; SHAPE PRIORS;

ESTIMATION; SIGNAL PROCESSING;

IMAGE SEGMENTATION;

EID: 84863664810     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. T. F. Cootes, C. J. Taylor, D. H. Cooper, and J. Graham, "Active shape models- their training and application," Computer Vision and Image Understanding, vol. 61, no. 1, pp. 38-59, 1995.
2. M. E. Leventon, W. E. L. Grimson, and O. Faugeras, "Statistical shape influence in geodesic active contours," in Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2000, pp. 316-323.
3. A. Tsai, A. Yezzi, Jr.,W. Wells, C. Tempany, D. Tucker, A. Fan, W. E. L. Grimson, and A. S. Willsky, "A shapebased apprach to the segmentation of medical imagery using level sets," IEEE Trans. on Medical Imaging, vol. 22, no. 2, pp. 137-154, Feb. 2003.
4. D. Cremers, S. Osher, and S. Soatto, "Kernel density estimation and intrinsic alignment for knowledge-driven segmentation: Teaching level sets to walk," in Pattern Recognition, Aug. 2004, vol. 3175 of Lecture Notes in Computer Science, pp. 36-44.
5. D. Mumford, "Mathematical theories of shape: Do they model perception?," in SPIE Proceedings Vol. 1570 Geometric Methods in Computer Vision, 1991, pp. 2-10.
6. J. Kim, Nonparametric Statistical Methods for Image Segmentation and Shape Analysis, Ph.D. thesis, Massachusetts Institute of Technology, Feb. 2005.
7. P. W. Minchor and D. Mumford, "Riemannian geometries on spaces of plane curves," J. Eur. Math. Soc. (JEMS), to appear.
8. E. Klassen, A. Srivastava, W. Mio, and S. H. Joshi, "Analysis of planar shapes using geodesic paths on shape spaces," IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 26, no. 3, pp. 372-383, Mar. 2004.
9. T. Chan and L. Vese, "Active contours without edges," IEEE Trans. on Image Processing, vol. 10, no. 2, pp. 266-277, February 2001.
10. S. Osher and R. Fedkiw, Level Set Methods and Dynamic Implicit Surfaces, Springer, 2003.
11. H.-K. Zhao, T. Chan, B. Merriman, and S. Osher, "A variational level set approach to multiphase motion," Journal of Comp. Phys., vol. 127, pp. 179-195, 1996.