Factorial HMM and parallel HMM for gait recognition

IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews

Volumn 39, Issue 1, 2009, Pages 114-123

  Chen, Changhong ^a   Liang, Jimin ^a   Zhao, Heng ^a   Hu, Haihong ^a   Tian, Jie ^a,b  

^a XIDIAN UNIVERSITY   (China)

^b INSTITUTE OF AUTOMATION   (China)

Author keywords

Factorial hidden Markov model (FHMM); Gait recognition; Information fusion; McNemar's test; Parallel HMM (PHMM); Performance evaluation

Indexed keywords

GAIT ANALYSIS; INFORMATION FUSION; MARKOV PROCESSES; OBJECT RECOGNITION;

FACTORIAL HIDDEN MARKOV MODEL (FHMM); GAIT RECOGNITION; MCNEMAR'S TEST; PARALLEL HMM (PHMM); PERFORMANCE EVALUATION;

HIDDEN MARKOV MODELS;

EID: 58649084135     PISSN: 10946977     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCC.2008.2001716     Document Type: Article

References (30)

1. L. Wang, H. Ning, T. Tan, and W. Hu, "Fusion of static and dynamic body biometrics for gait recognition," IEEE Trans. Circuit Syst. Video Technol., vol. 14, no. 12, pp. 149-158, Feb. 2004.
2. T. H. W. Lam, R. S. T. Lee, and D. Zhang, "Human gait recognition by the fusion of motion and static spatio-temporal templates," Pattern Recognit., vol. 40, no. 9, pp. 2563-2573, 2007.
3. A. I. Bazin, L. Middleton, and M. S. Nixon, "Probabilistic fusion of gait features for biometric verification," in Proc. IEEE Int. Conf. Inf. Fusion, Jul. 25-28, 2005, vol. 2, pp. 1211-1217.
4. J. Han and B. Bhanu, "Statistical feature fusion for gait-based human recognition," in Proc. IEEE Comput. Soc. Conf. Comput. Vis. Pattern Recognit, Jun. 27-Jul 2, 2004, vol. 2, pp. 842-847.
5. G. V. Veres, M. S. Nixon, L. Middleton, and J. N. Carter, "Fusion of dynamic and static features for gait recognition over time," in Proc. IEEE Int. Conf. Inf. Fusion, Jul. 25-28, 2005, vol. 2, pp. 1204-1210.
6. A. Tyagi, J. Davis, and M. Keck, "Multiview fusion for canonical view generation based on homography constraints," in Proc. ACM-MM Work. Video Surveillance Sens. Netw., Oct. 2006, pp. 61-69.
7. A. Kale, A. Chowdhury, and R. Chellapa, "Towards a view invariant gait recognition algorithm," in Proc. IEEE Int. Conf. Adv. Video Signal Based Surveillance (AVSS), Jul. 2003, pp. 143-150.
8. Y. Wang, S. Yu, Y. Wang, and T. Tan, "Gait recognition based on fusion of multiview gait sequences," in Proc. Int. Conf. Biometrics, Jan. 2006, pp. 605-611.
9. J. Lu and E. Zhang, "Gait recognition for human identification based on ICA and fuzzy SVM through multiple views fusion," Pattern Recognit. Lett., vol. 28, no. 16, pp. 2401-2411, 2007.
10. Z. Liu and S. Sarkar, "Outdoor recognition at a distance by fusing gait and face," Image Vis. Comput., vol. 25, no. 6, pp. 817-832, 2007.
11. R. Chellappa, A. K. Roy-Chowdhury, and A. Kale, "Human identification using gait and face," in Proc. IEEE Int. Conf. Comput. Vis. Pattern Recognit., Minneapolis, MN, Jun. 17-22, 2007, pp. 1-2.
12. X. Zhou and B. Bhanu, "Feature fusion of face and gait for human recognition at a distance in video," in Proc. IEEE Int. Conf. Pattern Recognit, 2006, vol. 4, pp. 529-532.
13. X. Zhou and B. Bhanu, "Integrating face and gait for human recognition at a distance in video," IEEE Trans. Syst., Man, Cybern. B, Cybern. vol. 37, no. 5, pp. 1119-1137, Oct. 2007.
14. X. Zhou and B. Bhanu, "Feature fusion of side face and gait for video-based human identification," Pattern Recognit., vol. 41, no. 3, pp. 778-795, 2008.
15. T. K. M. Lee, S. Ranganath, and S. Sanei, "Fusion of chaotic measure into a new hybrid face-gait system for human recognition," in Proc. IEEE Int. Conf. Pattern Recognit, Hong Kong, 2006, vol. 4, pp. 541-544.
16. N. Boulgouris, D. Hatzinakos, and K. Plataniotis, "Gait recognition: A challenging signal processing technology for biometric identification," IEEE Signal Process. Mag., vol. 22, no. 6, pp. 79-90, Nov. 2005.
17. D. Xu, S. Yan, D. Tao, L. Zhang, X. Li, and H. Zhang, "Human gait recognition with matrix representation," IEEE Trans. Circuits Syst. Video Technol., vol. 16, no. 7, pp. 896-903, Jul. 2006.
18. B. Logan and P. J. Moreno, "Congestion avoidance in computer networks with a connectionless network layer," Cambridge Res. Lab., Cambridge, MA, Tech. Rep. CRL-97-7, Sep. 1997.
19. Y. X. Liu, R. T. Collins, and Y. H. Tsin, "Gait sequence analysis using frieze patterns," in Proc. Eur. Conf. Comput. Vis, May 2002, pp. 659-671.
20. R. Gross and J. Shi, "The CMU motion of body (MoBo) database," Robot. Inst., Carnegie Mellon Univ., Pittsburgh, PA, Tech. Rep. RI-TR-01-18, Mar. 2001.
21. CASIA Gait Database. (2004). [Online]. Available: http// www.cbsr.ia.ac.cn/english/Database.asp
22. Z. Ghahramani and M. I. Jordan, "Factorial hidden Markov models," in Proc. Conf. Adv. Neural Inf. Process. Syst. (NIPS , 1995, pp. 472-478.
23. M. Brand, "Coupled hidden Markov models for modeling interacting processes," Massachusetts Inst. Technol. (MIT) Media Lab., Cambridge, Tech. Rep. 405, Jun. 1997.
24. B. Logan and P. J. Moreno, "Factorial HMMs for acoustic modeling," in Proc. IEEE Int. Conf. Acoust., Speech Signal Process, Seattle, WA, May 12-15, 1998, vol. 2, pp. 813-816.
25. A. Betkowska, K. Shinoda, and S. Furui, "FHMM for robust speech recognition in home environment," in Proc. Symp. Large-Scale Knowl. Resources, Tokyo, Japan, 2006, pp. 129-132.
26. A. Kale, N. Cuntoor, and R. Chellappa, "A framework for activity-specific human identification," in Proc. IEEE Int. Conf. Acoust., Speech Signal Process, 2002, vol. 4, pp. 3660-3663.
27. A. F. Clark and C. Clark. (2004). Performance characterization in computer vision: A tutorial#1iH [Online]. Available: http:// peipa.essex.ac.uk/benchmark/
28. B. Achermann and H. Bunke, "Combination of classifiers on the decision level for face recognition," Univ. Bern, Switzerland, Tech. Rep. IAM-96-002, Jan. 1996.
29. J. Han and B. Bhanu, "Individual recognition using gait energy image," IEEE Trans. Pattern Anal. Mach. Intell., vol. 28, no. 2, pp. 316-322, Feb. 2002.
30. J. R. Beveridge, K. She, B. A. Draper, and G. H. Givens, "Parametric and nonparametric methods for the statistical evaluation of human ID algorithms," Colorado State Univ., Fort Collins, Tech. Rep., Dec. 2001.