Stochastic Kinematic Modeling and Feature Extraction for Gait Analysis

IEEE Transactions on Image Processing

Volumn 12, Issue 8, 2003, Pages 962-976

  Dockstader, Shiloh L ^a   Berg, Michel J ^b   Tekalp, A Murat ^a,c  

^a University of Rochester   (United States)

^b STRONG MEMORIAL HOSPITAL   (United States)

^c KOÇ UNIVERSITY   (Turkey)

Author keywords

Failure analysis; Gait analysis; Human motion analysis; Kalman filtering; Kinematic modeling; Multi object tracking; Occlusion

Indexed keywords

FAILURE ANALYSIS; GAIT ANALYSIS; KALMAN FILTERING; RANDOM PROCESSES;

HUMAN MOTION ANALYSIS;

FEATURE EXTRACTION;

EID: 0142169870     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2003.815259     Document Type: Article

References (39)

1. M. Yeasin and S. Chaudhuri, "Development of an automated image processing system for kinematic analysis of human gait," Real-Time Imag., vol. 6, no. 1, pp. 55-67, Feb. 2000.
2. Y. Song, L. Gonclaves, E. Di Bernardo, and P. Perona, "Monocluar perception of biological motion in Johansson displays," Comput. Vis. Image Understand., vol. 81, no. 3, pp. 303-327, Mar. 2001.
3. M. O'Malley, D. Lynn, and A. M. de Paor, "Kinematic analysis of human walking gait using digital image processing," Med. Biol. Eng. Comput., vol. 31, no. 4, pp. 392-398, July 1993.
4. R. D. Green, L. Guan, and J. A. Burne, "Video analysis of gait for diagnosing movement disorders," J. Electron. Imag., vol. 9, no. 1, pp. 16-21, Jan. 2000.
5. A. F. Bobick and J. W. Davis, "The recognition of human movement using temporal templates," IEEE Trans. Pattern Anal. Machine Intell., vol. 23, pp. 257-267, Mar. 2001.
6. R. Polana and R. C. Nelson, "Detection and recognition of periodic, non-rigid motion," Int. J. Comput. Vis., vol. 23, no. 3, pp. 261-282, June/July 1997.
7. K. Rohr, "Toward model-based recognition of human movements in image sequences," CVGIP - Image Understand., vol. 59, no. 1, pp. 94-115, Jan. 1994.
8. Y. Yacoob and M. J. Black, "Parameterized modeling and recognition of activities," Comput. Vis. Image Understand., vol. 73, no. 2, pp. 232-247, Feb. 1999.
9. D. Cunado, J. M. Nash, M. S. Nixon, and J. N. Carter, "Gait extraction and description by evidence-gathering," in Proc. Int. Conf. Audio Video-Based Biometric Person Authentication, Washington, DC, Mar. 22-23, 1999, pp. 43-48.
10. D. Meyer, J. Pösl, and H. Niemann, "Gait classification with HMM's for trajectories of body parts extracted by mixture densities," in Proc. British Machine Vision Conf.. Southampton, U.K., Sept. 14-17, 1998, pp. 459-468.
11. J. E. Boyd and J. J. Little, "Phase in model-free perception of gait," in Proc. Workshop on Human Motion, Austin, TX, Dec. 7-8, 2000, pp. 3-10.
12. G. F. Harris and J. J. Wertsch, "Procedures for gait analysis, " Arch. of Physical Medicine and Biology, vol. 75, pp. 216-225, 1994.
13. D. Hogg, "Model-based vision: A program to see a walking person," Image Vis. Comput., vol. 1, no. 1, pp. 5-20, Jan. 1983.
14. D. M. Gavrila and L. S. Davis, "Model-based tracking of humans in action: A multi-view approach," in Proc. Conf. on Computer Vision and Pattern Recognition, San Francisco, CA, June 18-20, 1996, pp. 73-80.
15. J. O'Rourke and N. I. Badler, "Model-based image analysis of human motion using constraint propagation," IEEE Trans. Pattern Anal. Machine Intell., vol. 2, pp. 522-536, Nov. 1980.
16. S. Wachter and H.-H. Nagel, "Tracking persons in monocular image sequences," Comput. Vis. Image Understand., vol. 74, no. 3, June 1999.
17. E.-J. Ong and S. Gong, "Tracking hybrid 2D-3D human models from multiple views," in Proc. Int. Workshop on Modeling People, Greece, Sept. 20, 1999, pp. 11-18.
18. M. Isard and A. Blake, "Condensation - Conditional density propagation for visual tracking," Int. J. Comput. Vis., vol. 29, no. 1, pp. 5-28, Aug. 1998.
19. K. Akita, "Image sequence analysis of real world human motion, " Pattern Recognit., vol. 17, no. 1, pp. 73-83, Jan. 1984.
20. S. X. Ju, M. J. Black, and Y. Yacoob, "Cardboard people: A parameterized model of articulated image motion," in Proc. Int. Conf. on Automatic Face and Gesture Recognition, Killington, VT, Oct. 14-16, 1996, pp. 38-44.
21. G. Monheit and N. I. Badler, "A kinematic model of the human spine," IEEE Comput. Graph. Applicat., vol. 11, no. 2, pp. 29-38, 1991.
22. C. Rasmussen, "Joint likelihood methods for mitigating visual tracking differences," in Proc. Int. Workshop on Multi-Object Tracking, Vancouver, BC, Canada, July 8, 2001, pp. 69-76.
23. I. A. Kakadiaris and D. Metaxas, "Model-based estimation of 3D human motion with occlusion based on active multi-viewpoint selection," in Proc. Conf. Computer Vision and Pattern Recognition, San Francisco, CA, June 18-20, 1996, pp. 81-87.
24. T. Drummond and R. Cipolla, "Real-time tracking of highly articulated structures in the presence of noisy measurements," in Proc. Int. Conf. Computer Vision, vol. 2, Vancouver, BC, Canada, July 9-12, 2001, pp. 315-320.
25. C. Sminchisescu and B. Triggs, "Covariance scaled sampling for monocular 3D body tracking," in Proc. Conf. Computer Vision and Pattern Recognition, vol. 1, Kauai, HI, Dec. 8-14, 2001, pp. 447-454.
26. J. Deutscher, A. Davison, and I. Reid, "Automatic partitioning of high dimensional search spaces with articulated body motion capture," in Proc. Conf. Computer Vision and Pattern Recognition, vol. 2, Kauai, HI, Dec. 8-14, 2001, pp. 669-676.
27. Y. Yacoob and L. S. Davis, "Learned models for estimation of rigid and articulated human motion from stationary or moving camera," Int. J. of Comput. Vis., vol. 12, no. 1, pp. 5-30, Jan. 2000.
28. H. Sidenbladh, M. J. Black, and L. Sigal, "Implicit probabilistic models of human motion for synthesis and tracking," in Proc. Eur. Conf. Computer Vision, vol. 2350, Copenhagen, Denmark, May 28-31, 2002, pp. 784-800.
29. C. R. Wren, B. P. Clarkson, and A. P. Pentland, "Understanding purposeful human motion," in Proc. Int. Conf. Automatic Face and Gesture Recognition, Grenoble, France, Mar. 28-30, 2000, pp. 378-383.
30. D. M. Gavrila, "The visual analysis of human movement: A survey," Comput. Vis. Image Understand., vol. 73, no. 1, pp. 82-98, Jan. 1999.
31. J. K. Aggarwal and Q. Cai, "Human motion analysis: A review," Comput. Vis. Image Understand., vol. 73, no. 3, pp. 428-440, Mar. 1999.
32. E. Knuttson, "An analysis of Parkinsonian gait," Brain, vol. 95, pp. 475-486, 1972.
33. H. Stolze, J. P. Kuhtz-Buschbeck, H. Drücke, K. Jöhnk, M. Illert, and G. Deuschi, "Comparative analysis of the gait disorder of normal pressure hydrocephalus and parkinson's disease," J. Neurol., Neurosurg., Psych., vol. 70, no. 3, pp. 289-297, Mar. 2001.
34. S. L. Dockstader and A. M. Tekalp, "Multiple camera tracking of interacting and occluded human motion," Proc. IEEE, vol. 89, no. 10, pp. 1441-1455, Oct. 2001.
35. C. Barron and I. A. Kakadiaris, "Estimating anthropometry and pose from a single uncalibrated image," Comput. Vis. Image Understand., vol. 81, pp. 269-284, Mar. 2001.
36. R. Rosales and S. Sclaroff, "Specialized mappings and the estimation of human body pose from a single image," in Proc.Workshop Human Motion, Austin, TX, Dec. 7-8, 2000, pp. 19-24.
37. Z. Chen and H. I. Lee, "Knowledge-guided visual perception of 3D human gait from a single image sequence," IEEE Trans. Syst., Man, Cybern., vol. 22, pp. 336-342, Mar./Apr. 1992.
38. S. L. Dockstader and A. M. Tekalp, "On the tracking of articulated and occluded video object motion," Real-Time Imag., vol. 7, no. 5, pp. 415-432, Oct. 2001.
39. G. Shakhnarovich, L. Lee, and T. Darrell, "Integrated face and gait recognition from multiple views," in Proc. Conf. Computer Vision and Pattern Recognition, vol. 1, Kauai, HI, Dec. 11-13, 2001, pp. 439-446.