Human motion estimation from monocular image sequence based on cross-entropy regularization

Pattern Recognition Letters

Volumn 24, Issue 1-3, 2003, Pages 315-325

  Wang, Yaming ^a   Baciu, George ^b  

^a ZHEJIANG SCI TECH UNIVERSITY   (China)

^b HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

Author keywords

Cross entropy; Human motion; Monocular image sequence; Regularization; Relative deformation

Indexed keywords

ANTHROPOMORPHIC ROBOTS; ENTROPY; GAIT ANALYSIS; IMAGE ANALYSIS;

CROSS-ENTROPY;

MOTION ESTIMATION;

IMAGE ANALYSIS;

EID: 0037230995     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0167-8655(02)00245-3     Document Type: Article

References (26)

1. Aggarwal, J.K., Cai, Q., 1999. Human motion analysis: A review. Comput. Vis. Image Understanding 73, 428-440.
2. Aggarwal, J.K., Cai, Q., Liao, W., Sabata, B., 1998. Non-rigid motion analysis: Articulated and elastic motion. Comput. Vis. Image Understanding 70, 142-156.
3. Barron, C., Kakadiaris, I.A., 2000. Estimating anthropometry and pose from a single image. IEEE Comput. Soc. Conf. CVPR, 669-676.
4. Brodia, T.J., Chellappa, R., 1991. Estimating the kinematics and structure of a rigid object from a sequence of monocular images. IEEE Trans. PAMI 13, 497-512.
5. Chen, Z., Lee, H.J., 1992. Knowledge-guided visual perception of 3D human gait from a single image sequence. IEEE Trans. System, Man, Cybernet 22, 336-342.
6. Friedland, B., 1978. Analysis of strapdown navigation using quaternions. IEEE Trans. Aerosp. Electron. Syst. 14, 764-768.
7. Gavrila, D.M., Davis, L.S., 1996. Towards 3-D model based tracking of human in action. In: Bowyer, K., Ahuja, N., (Eds.), Advances in image understanding, A Festschrift for Azriel Rosenfeld. IEEE Computer Society Press, Los Alamitos, CA 264-279.
8. Goncalves, L., Bernardo, E.D., Ursella, E., Perona, P., 1995. Monocular tracking of the human arm in 3D. In: Fifth International Conference on Computer Vision, ICCV95, 20-23, June, Cambridge, Massachusetts, pp. 764-770.
9. Hogg, D., 1983. Model based vision: A program to see a walking person. Image Vis. Comput. 1, 5-20.
10. Johansson, G., 1975. Visual motion perception. Sci. Am. 232, 76-88.
11. Kurakake, S., Nevatia, R., 1992. Description and tracking of moving articulated objects. In: Eleventh International Conference on Pattern Recognition, Hague, Netherlands, 1, 1992, pp. 491-495.
12. Kullback, S., 1968. Information theory and statistics. Dover Publications, New York.
13. Leung, M.K., Yang, Y.H., 1995. First sight: A human body outline labeling system. IEEE Trans. PAMI 17, 359-377.
14. Marquardt, D.W., 1963. An algorithm for lease-squares estimation of nonlinear parameters. J. Soc. Ind. Appl. Math. 11, 431-441.
15. More, J.J., 1977. The Levenberg-Marquardt algorithm implementation and theory. In: Doled, A., Eckman, B. (Eds.) Lecture notes in mathematics, 105-116.
16. O'Rourke, J., Badler, N.I., 1980. Model based image analysis of human motion using constraint propagation. IEEE Trans. PAMI 2, 522-536.
17. Pentland, A.P., Horowitz, B., 1990. Recovery of nonrigid motion and structure. IEEE Trans. PAMI 12, 417-434.
18. Rashid, R.F., 1980. Towards a system for the interpretation of moving light display. IEEE Trans. PAMI 2, 574-581.
19. Rohr, K., 1994. Towards model based recognition of human movement in image sequence. CVGIP: Image Understanding 59, 94-115.
20. Rowley, H.A., Rehg, J.M., 1997. Analyzing articulated motion using expectation-maximization. In: Proceedings of International Conference on Pattern Recognition, Puerto Rico, 935-941.
21. Terzopoulos, D., 1987. Regularization of inverse visual problems involving discontinuities. IEEE Trans. PAMI 9, 56-73.
22. Terzopoulos, D., Metaxas, D., 1991. Dynamic 3D models with local and global deformations: deformable superquadrics. IEEE Trans. PAMI. 13, 703-714.
23. Tikhonov, A.N., Arsenin, V.A., 1977. Solutions of ill-posed problems. Winston & Sons, Washington.
24. Wachter, S., Nahel, H.-H., 1997. Tracking of persons in monocular image sequences. IEEE Conf. on nonrigid motion, 2-9.
25. Webb, J.A., Aggarwal, J.K., 1982. Structure from motion of rigid and jointed objects. Artif. Intell. 19, 107-130.
26. Yasumoto, Y., Medioni, G., 1986. Robust estimation of three-dimensional motion parameters from a sequence of image frames using regularization. IEEE Trans. PAMI 8, 464-471.