Estimation of missing markers in human motion capture

Visual Computer

Volumn 22, Issue 9-11, 2006, Pages 721-728

  Liu, Guodong ^a   McMillan, Leonard ^a  

^a UNIVERSITY OF NORTH CAROLINA   (United States)

Author keywords

Missing markers; Motion capture; Piecewise linear modeling; Principle component analysis

Indexed keywords

DATA REDUCTION; LEAST SQUARES APPROXIMATIONS; LINEAR SYSTEMS; MATHEMATICAL MODELS; PRINCIPAL COMPONENT ANALYSIS; PROBLEM SOLVING;

MISSING MARKERS; MOTION CAPTURE; PIECEWISE LINEAR MODELING;

MOTION CONTROL;

EID: 33748541298     PISSN: 01782789     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00371-006-0080-9     Document Type: Article

References (22)

1. Barbič, J., Safonova, A., Pan, J., Faloutsos, C., Hodgins, J., Pollard, N.: Segmenting motion capture data into distinct behaviors. In: Graphics Interface 2004, pp. 185-194. Canadian Human-Computer Communications Society, London, ON, Canada (2004)
2. Bregler, C., Omohundro, S.: Nonlinear image interpolation using manifold learning. In: Advances in Neural Information Processing Systems 1995. pp. 43-50. The MIT Press, Boston, MA, USA (1995)
3. Breiman, L.: Random forest. Mach. Learn. 45(1), 5-32 (2001)
4. Chai, J., Hodgins, J.: Performance animation from low-dimensional control signals. ACM Trans. Graph. 24(3), 686-696 (2005)
5. Dorfmuller-Ulhaas, K.: Robust optical user motion tracking using a Kalman fllter. In: 10th ACM Symposium on Virtual Reality Software and Technology, Osaka, Japan (2003)
6. Fukunaga, K., Olsen, D.: An algorithm for finding intrinsic dimensionality of data. IEEE Trans. Comput. C-20, 176-183 (1971)
7. Grochow, K., Martin, S.L., Hertzmann, A., Popovic, Z.: Style-based inverse kinematics. In: Proceedings of SIGGRAPH, pp. 522-531. ACM Press, New York, NY, USA (2004)
8. Guo, S., Roberg, J.: A high-level mechanism for human locomotion based on parametric frame space interpolation. In: Comput. Anim. Simul., pp. 95-107. Springer, New York, NY, USA (1996)
9. Herda, L., Fua, P., Plankers, R., Boulic, R., Thalmann, D. Skeleton-based motion capture for robust reconstruction of human motion. In: Comput. Anim., pp. 77-85. IEEE Computer Society, Washington, DC, USA (2000)
10. Hinton, G., Revow, M., Dayan, P.: Recognizing handwriting digits using mixtures of linear models. Adv. Neural Inform. Process. Syst. 7, 1015-1022 (1995)
11. Hornung, A., Sar-Dessai, S.: Self-calibrating optical motion tracking for articulated bodies. In: Proceedings of the 2005 IEEE Conference on Virtual Reality, pp. 75-82 (2005)
12. Lawrence, N.D.: Gaussian process latent variable models for visualization of high dimensional data. Adv. Neural Inform. Process. Syst. 16, 329-336 (2004)
13. Liu, G., Zhang, J., Wang, W., Mcmillan, L.: Human motion estimation from a reduced marker set. In: Proceedings of ACM S1GGRAPH Symposium on Interactive 3D Graphics (I3D), pp. 35-42 (2006)
14. Peak Performance Inc. http://www.peakperform.com
15. Press, W.M., Flannery, B.P., Teukolsky, S.A., Vetterling, W.T.: Numerical Recipes: The art of Scientific Computing. Cambridge University Press, NY (1986)
16. Rose, C., Cohen, M., Bodenheimer, B.: Verbs and adverbs: Multidimensional motion interpolation. IEEE Comput. Graph. Appl. 18(5), 32-40 (1998)
17. Roweis, S.: EM algorithms for PCA and SPCA. In: Proceedings of Neural Information Processing Systems, vol. 10, pp. 626-632. The MIT Press, Boston, MA (1998)
18. Safonova, A., Hodgins, J., Pollard, N.P.: Synthesizing physically realistic human motion in low-dimensional, behavior-specific spaces. In: Proceedings of SIGGRAPH, pp. 514-521, ACM Press, New York, NY, USA (2004)
19. Tipping, M.E., Bishop, C.M.: Probabilistic principal component analysis. J. Roy. Starist. Soc. Series B 61(3), 611-622 (1999)
20. Vicon Motion System Ltd, http://www.vicon.com/
21. Welch, G., Bishop, G., Vicci, L., Brumback, S., Keller, K., Colucci, D.: The HiBall tracker: High-performance wide-area tracking for virtual and augmented environments. In: Symposium on Virtual Reality Software and Technology, pp. 1-10, London, UK (1999)
22. Wiley, D.J., Hahn, J.K.: Interpolation synthesis of articulated figure motion. IEEE Comput. Graph. Appl. 17(6), 39-45 (1997)