Evaluating shape correspondence for statistical shape analysis: A benchmark study

IEEE Transactions on Pattern Analysis and Machine Intelligence

Volumn 30, Issue 11, 2008, Pages 2023-2039

  Munsell, Brent C ^a   Dalal, Pahal ^a   Wang, Song ^a  

^a The Department of Mechanical Engineering   (United States)

Author keywords

Benchmark study; Point distribution model; Shape correspondence; Statistical shape analysis

Indexed keywords

ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; COMPUTER ASSISTED DIAGNOSIS; IMAGE ENHANCEMENT; INFORMATION RETRIEVAL; METHODOLOGY; STATISTICAL ANALYSIS;

ARTIFICIAL INTELLIGENCE; DATA INTERPRETATION, STATISTICAL; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; INFORMATION STORAGE AND RETRIEVAL; PATTERN RECOGNITION, AUTOMATED;

EID: 54749088002     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2007.70841     Document Type: Article

References (24)

1. S. Belongie, J. Malik, and J. Puzicha, "Shape Matching and Object Recognition Using Shape Contexts," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 24, no. 4, pp. 509-522, Apr. 2002.
2. F. Bookstein, "Principal Warps: Thin-Plate Splines and the Decomposition of Deformations," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 11, no. 6, pp. 567-585, June 1989.
3. F. Bookstein, "Landmark Methods for Forms without Landmarks: Morphometrics of Group Differences in Outline Shape," Medical Image Analysis, vol. 1, no. 3, pp. 225-243, 1997.
4. E. Catmull and R. Rom, "A Class of Local Interpolating Splines," Computer Aided Geometric Design, pp. 317-326, 1974.
5. H. Chui and A. Rangarajan, "A New Point Matching Algorithm for Non-Rigid Registration," Computer Vision and Image Understanding, vol. 89, pp. 114-141, 2003.
6. T. Cootes, C. Taylor, D. Cooper, and J. Graham, "Active Shape Models - Their Training and Application," Computer Vision and Image Understanding, vol. 61, no. 1, pp. 38-59, Jan. 1995.
7. T. Cormen, C. Leiserson, and R. Rivest, Introduction to Algorithms MIT Press, 1990.
8. R. Davies, "Learning Shape: Optimal Models for Analysing Natural Variablility," PhD dissertation, Univ. of Manchester, 2002.
9. R. Davies, C. Twining, T. Cootes, J. Waterton, and C. Taylor, "A Minimum Description Length Approach to Statistical Shape Modeling," IEEE Trans. Medical Imaging, vol. 21, no. 5, pp. 525-537, May 2002.
10. A. Ericsson, "Automatic Shape Modelling with Applications in Medical Imaging," PhD dissertation, Centre for Math. Sciences, Lund Univ., 2006.
11. J. Friedman and L. Rafsky, "Multivariate Generalization of the Wald-Wolfowitz and Smirnov Two-Sample Tests," Annals of Statistics vol. 7, pp. 697-717, 1979.
12. A. Goldberg and R. Kennedy, "An Efficient Cost Scaling Algorithm for the Assignment Problem," Math. Programming, vol. 71, pp. 153-178, 1995.
13. J. Gower and G. Dijksterhuis, Procrustes Problems. Oxford Univ. Press, 2004.
14. J. Karlsson and A. Ericsson, "A Ground Truth Correspondence Measure for Benchmarking," Proc. Int'l Conf. Pattern Recognition vol. 3, pp. 568-573, 2006.
15. A. Kotcheff and C.J. Taylor, "Automatic Construction of Eigen-Shape Models by Genetic Algorithm," Proc. Information Processing in Medical Imaging Conf., pp. 1-14, 1997.
16. M. Leventon, E. Grimson, and O. Faugeras, "Statistical Shape Influence in Geodesic Active Contours," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 316-323, 2000.
17. B. Munsell, P. Dalal, and S. Wang, "A New Benchmark for Shape Correspondence Evaluation," Proc. Int'l Conf. Medical Image Computing and Computer Assisted Intervention, vol. 1, pp. 507-514, 2007.
18. M. Powell, "A Thin Plate Spline Method for Mapping Curves into Curves in Two Dimensions," Proc. Computational Techniques and Applications pp. 43-57, 1995.
19. T. Richardson and S. Wang, "Nonrigid Shape Correspondence Using Landmark Sliding, Insertion and Deletion," Proc. Int'l Conf. Medical Image Computing and Computer Assisted Intervention, vol. 2, pp. 435-442, 2005.
20. M. Styner, K. Rajamani, L.-P. Nolte, G. Zsemlye, G. Szekely, C. Taylor, and R. Davies, "Evaluation of 3D Correspondence Methods for Model Building," Proc. Information Processing in Medical Imaging Conf., pp. 63-75, 2003.
21. H. Thodberg, "Adding Curvature to Minimum Description Length Shape Models," Proc. British Machine Vision Conf., vol. 2, pp. 251-260, 2003.
22. H. Thodberg, "Minimum Description Length Shape and Appearance Models," Proc. Information Processing in Medical Imaging Conf., pp. 51-62, 2003.
23. S. Wang, T. Kubota, and T. Richardson, "Shape Correspondence through Landmark Sliding," Proc. IEEE Conf. Computer Vision and Pattern Recognition, vol. 1, pp. 143-150, 2004.
24. J. Xie and P. Heng, "Shape Modeling Using Automatic Landmarking," Proc. Int'l Conf. Medical Image Computing and Computer Assisted Intervention, vol. 2, pp. 709-716, 2005.