Graph cut segmentation with nonlinear shape priors

Proceedings - International Conference on Image Processing, ICIP

Volumn 4, Issue , 2007, Pages 365-368

  Malcolm, James ^a   Rathi, Yogesh ^a   Tannenbaum, Allen ^a  

^a GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

Graph cuts; Image segmentation; Kernel PCA; Shape priors

Indexed keywords

GRAPHIC METHODS; ITERATIVE METHODS;

GRAPH CUT; GRAPH-CUT SEGMENTATIONS; INTENSITY INFORMATION; ITERATIVE SEGMENTATION; KERNEL PCA; KERNEL PRINCIPLE COMPONENT ANALYSIS; SHAPE INFORMATION; SHAPE PRIORS;

IMAGE SEGMENTATION;

EID: 48149086938     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2007.4380030     Document Type: Conference Paper

References (18)

1. Y. Boykov and M. Jolly, "Interactive graph cuts for optimal boundary and region segmentation of objects in N-D images," in Proc of Euro. Conf. on Computer Vision, 2001, vol. 1, pp. 105-112.
2. Y. Boykov and G. Funka-Lea, "Graph cuts and efficient N-D image segmentation," Int. J. of Computer Vision, vol. 70, pp. 109-131, 2006.
3. S. Mika, B. Scholkopf, A. Smola, M.Scholz K.R.Muller, and G.Ratsch, "Kernel PCA and de-noising in feature spaces," in Advances in Neural Info. Proc. Systems 11, 1998.
4. T. Cootes, C. Beeston, G. Edwards, and C. Taylor, "A unified framework for atlas matching using active appearance models," in Proc. of the Int. Conf. on Info. Proc. in Medical Imaging, 1999, pp. 322-333.
5. S. Dambreville, Y. Rathi, and A. Tannenbaum, "Shape-based approach to robust image segmentation using kernel PCA," in Proc. Computer Vision and Pattern Recognition, 2006, vol. 1, pp. 977-984.
6. P. Das, O. Veksler, V. Zavadsky, and Y. Boykov, "Semiautomatic segmentation with compact shape prior," in Canadian Conf. on Computer and Robot Vision, 2006, pp. 28-36.
7. G. Slabaugh and G. Unal, "Graph cuts segmentation using an elliptical shape prior," in Proc of Int. Conf. on Image Processing, 2005, vol. 2, pp. 1222-5.
8. C. Rother, V. Kolmogorov, and A. Blake, "GrabCut: Interactive foreground extraction using iterated graph cuts," in ACM Trans. on Graphics (SIGGRAPH), 2004.
9. D. Freedman and T. Zhang, "Interactive graph cut based segmentation with shape priors," in Proc. Computer Vision and Pattern Recognition, 2005, vol. 1, pp. 755-762.
10. M. Kumar, P. Torr, and A. Zisserman, "Objcut," in Proc. Computer Vision and Pattern Recognition, 2005, vol. 1, pp. 18-23.
11. V. Kolmogorov and Y. Boykov, "What metrics can be approximated by geo-cuts, or global optimization of length/area and flux," in Int. Conf. Computer Vision, 2005, vol. 1, pp. 564-571.
12. N. Xu, R. Bansal, and N. Ahuja, "Object segmentation using graph cuts based active contours," in Proc. Computer Vision and Pattern Recognition, 2003, vol. 2, pp. 46-53.
13. B. Scholkopf, A. Smola, and K. R. Muller, "Nonlinear component analysis as a kernel eigenvalue problem," Tech. Rep., Max-Planck-Institute fur biologische Kybernetik, 1996.
14. D. Cremers, T. Kohlberger, and C. Schnorr, "Shape statistics in kernel space for variational image segmentation," Pattern Recognition, vol. 36, pp. 1929-1943, 2003.
15. Y. Rathi, S. Dambreville, and A. Tannenbaum, "Statistical shape analysis using kernel PCA," in IS&T/SPIE Symposium on Electronic Imaging, 2006.
16. A. Tsai, A. Yezzi, W. Wells, C. Tempany, D. Tucker, A. Fan, W. Grimson, and A. Willsky, "A shape-based approach to the segmentation of medical imagery using level sets," Trans. on Medical Imaging, vol. 22, no. 2, pp. 137-154, 2003.
17. Y. Keller and A. Averbuch, "Fast gradient methods based on global motion estimation for video compression," Trans. on Circuits and Systems for Video Technology, vol. 13, no. 4, 2003.
18. Y. Boykov and V. Kolmogorov, "An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision," Trans. Pattern Analysis and Machine Intelligence, vol. 26, no. 9, pp. 1124-1137, 2004.