Automated Performance Evaluation of Range Image Segmentation Algorithms

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics

Volumn 34, Issue 1, 2004, Pages 263-271

  Min, Jaesik ^a   Powell, Mark ^b   Bowyer, Kevin W ^a  

^a University of Notre Dame   (United States)

^b CALIFORNIA INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

Performance evaluation; Range image segmentation; Region segmentation

Indexed keywords

ALGORITHMS; ERROR ANALYSIS; IMAGE ANALYSIS; MATRIX ALGEBRA; PERFORMANCE; PERSONNEL; PROBLEM SOLVING; SET THEORY;

PERFORMANCE EVALUATION; RANGE IMAGE SEGMENTATION; REGION SEGMENTATION;

IMAGE SEGMENTATION;

EID: 0742307303     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2003.811118     Document Type: Article

References (21)

1. H. Christensen and W. Forstner, "Performance-characteristics of vision algorithms," Mach. Vis. Applicat., vol. 9, no. 5-6, pp. 215-218, 1997.
2. H. Christensen and P. Phillips, Performance Characterization in Computer Vision. Singapore: World Scientific, 2002.
3. K. Bowyer and P. Phillips, Empirical Evaluation Techniques in Computer Vision. Los Alamitos, CA: IEEE Comp. Soc. Press, 1998.
4. M. Viergever, Performance Characterization and Evaluation of Computer Vision Algorithms. Boston, MA: Kluwer, 2000.
5. P. Courtney, N. Thacker, and A. Clark, "Algorithmic modeling for performance evaluation," Mach. Vis. Applicat., vol. 9, pp. 219-228, 5-6, 1997.
6. M. Heath, S. Sarkar, T. Sanocki, and K. Bowyer, "A robust visual method for assessing the relative performance of edge detection algorithms," IEEE Trans. Pattern Anal. Machine Intell., vol. 19, pp. 1338-1359, Dec. 1997.
7. A. Hoover, G. Jean-Baptiste, X. Jiang, P. Flynn, H. Bunke, D. Goldgof, K. Bowyer, D. Eggert, A. Fitzgibbon, and R. Fisher, "An experimental comparison of range image segmentation algorithms," IEEE Trans. Pattern Anal. Machine Intell., vol. 18, pp. 673-689, July 1996.
8. M. Powell, K. Bowyer, X. Jiang, and H. Bunke, "Comparing curvedsurface range image segmenters," in Proc. Int. Conf. Comp. Vision, 1998, pp. 286-291.
9. X. Jiang, K. Bowyer, Y. Morioka, S. Hiura, K. Sato, S. Inokuchi, M. Bock, C. Guerra, R. Loke, and J. du Buf, "Some further results of experimental comparison of range image segmentation algorithms," in Proc. Int. Conf. Pattern Recognition, vol. IV, 2000, pp. 877-881.
10. J. Min, M. Powell, and K. Bowyer, "Automated performance evaluation of range image segmentation," in Workshop Applicat. Comp. Vision, 2000, pp. 163-168.
11. _, "Progress in automated evaluation of curved surface range image segmentation," in Proc. Int. Conf. Pattern Recog., vol. I, 2000, pp. 644-647.
12. X. Jiang, H. Bunke, and U. Meier, "High-level feature based range image segmentation," Image Vis. Comput., vol. 18, no. 10, pp. 817-822, July 2000.
13. M. R. Everingham, H. Muller, and B. T. Thomas, "Evaluating image segmentation algorithms using the Pareto front," in Proc. 7th Eur. Conf. Comp. Vision (ECCV2002), Part IV(LNCS2353), June 2002, pp. 34-48.
14. K. Bowyer, "Validation of medical image analysis techniques," in Handbook of Medical Imaging, Vol. 2: Medical Image Processing and Analysis. New York: SPIE, 2000.
15. L. Cinque, R. Cucchiara, S. Levialdi, S. Martinz, and G. Pignalberi, "Optimal range segmentation parameters through genetic algorithms," in Proc. Int. Conf. Pattern Recog., vol. I, 2000, pp. 474-477.
16. X. Jiang and H. Bunke, "Fast segmentation of range images by scan line grouping," Machine Vision Applicat., vol. 7, no. 2, pp. 115-122, 1994.
17. X. Jiang, "An adaptive contour closure algorithm and its experimental evaluation," IEEE Trans. Pattern Anal. Machine Intel., vol. 22, pp. 1252-1265, Nov. 2000.
18. M. Shin, D. Goldgof, K. Bowyer, and S. Nikiforou, "Comparison of edge detection algorithms using a structure from motion task," IEEE Trans. Syst., Man Cybern. B, vol. 31, pp. 589-601, Aug. 2001.
19. M. Bland, An Introduction to Medical Statistics. London, U.K.: Oxford Univ. Press, 1995.
20. A. Hoover, "The space envelope representation of 3-D scenes," Ph.D. dissertation, Univ. South Florida, Tampa, 1996.
21. K. Chang, K. Bowyer, and M. Sivagurunath, "Evaluation of texture segmentation algorithms," Comput. Vis. Pattern Recognit., pp. I:294-299, 1999.