Fusion of dynamic and static features for gait recognition over time

2005 7th International Conference on Information Fusion, FUSION

Volumn 2, Issue , 2005, Pages 1204-1210

  Veres, Galina V ^a   Nixon, Mark S ^a   Middleton, Lee ^a   Carter, John N ^a  

^a UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

Author keywords

Fusion; Gait recognition; Static and dynamic features; Time dependent covariates

Indexed keywords

DATA ACQUISITION; PATTERN RECOGNITION; PROBLEM SOLVING; SENSOR DATA FUSION;

BIOMETRICS; GAIT RECOGNITION; STATIC AND DYNAMIC FEATURES; TIME-DEPENDENT COVARIATES;

GAIT ANALYSIS;

EID: 33847122192     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIF.2005.1591994     Document Type: Conference Paper

References (31)

1. D. Cunado, M.S. Nixon and J.N. Carter. Automatic extraction and description of human gait models for recognition purposes, Computer Vision and Image Understanding, Vol. 90, No. 1, pp. 1-41, 2003.
2. L. Lee and W.E.L. Grimson. Gait analysis for recognition and classification, Proceedings of the IEEE International Conference on Face and Gesture Recognition, pp. 155-161, 2002.
3. A. Kale, N. Cuntoor and R. Chellappa. A framework for activity-specific human recognition, Proceedings of the International Conference on Acoustics, Speech and Signal Processing, Orlando,Fl, 2002.
4. A.F. Bobick and A. Johnson. Gait extraction and description by evidence-gathering, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 423-430, 2001.
5. R. Collins, R. Gross and J. Shi. Silhouette-based human identification from body shape and gait, Proceedings of the International Conference on Automatic Face and Gesture Recognition, pp. 366-371, Washington, DC, 2002.
6. L. Wang, H.Z. Ning, T.N. Tan and W.M. Hu. Fusion of static and dynamic body biometrics for gait recognition, Proceedings of the Ninth International Conference on Computer Vision, Vol. II, pp.1449-1454, 2003.
7. D.K. Wagg and M.S. Nixon Automated markless extraction of walking people using deformable contour models Computer Animation amd Virtual Worlds, Vol. 15. No. 3, pp 399-406, 2004.
8. G.V. Veres, L. Gordon, J.N. Carter and M.S. Nixon What image information is important in silhouette-based gait recognition? Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Washington, D.C., USA, Vol. II, pp. 776-782 2004.
9. A. Kale, A.K. RoyChowdhury and R. Chellappa. Fusion of gait and face for human identification, Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing, Vol 5, pp. V- 901-4, 2004.
10. M.M. Kokar and J.A. Tomasik Data vs decision fusion in the category theory framework, FUSION 2001, 2001.
11. A.I. Bazin and M.S. Nixon. Probabilistic combination of static and dynamic gait features for verification, accepted to SPIE Defense and Security Symposium, April 2005.
12. L. Wang,H. Ning, T. Tan and W. Hu. Fusion of Static and Dynamic Body Biometrics for Gait Recognition, Proceedings of the International Conference on Pattern Recognition, pp. 115-118, 2004.
13. D.A. Socolinsky and A. Selinger. Thermal face recognition over time Proceedings of Proceedings of the 17th International Conference on Pattern Recognition, Vol. 4, pp. 187-190, 2004.
14. P. Phillips, D. Blackburn, M. Bone, P. Grother, R. Micheals and E. Tabassi Face recognition vendor test 2002 (FRVT 2002), Available at http://www.frvt.org/FRVT2002/default.htm, 2002.
15. A. Lanitis, C.J. Taylor and T.F. Cootes Modeling the process of ageing in face images, Proceedings of the Seventh IEEE International Conference on Computer Vision, Vol. 1, pp. 131-136, 1999.
16. A. Lanitis and C.J. Taylor Towards automatic face identification robust to ageing variation, Proceedings of Fourth IEEE International Conference on Automatic Face and Gesture Recognition, pp. 391-396, 2000.
17. A. Lanitis, C.J. Taylor and T.F. Cootes Toward automatic simulation of aging effects on face images, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 24, No. 4, pp. 442-455, 2002.
18. A. Lanitis, C. Draganova and C. Christodoulou Comparing different classifiers for automatic age estimation, IEEE Transactions on Systems, Man, and Cybernetics- PartB: Cybernetics, Vol. 34, No. 1, pp. 621-628, 2004.
19. S. Sarkar, P.J. Phillips, Z. Liu, I.R. Vega, P. Grother, and K.V. Bowyer The HumanID Gait Challenge Problem: Data sets, Performances, and Analysis IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 27, No. 2, 162-177, 2005.
20. Z. Liu, and S. Sarkar Simplest Representation Yet for Gait Recognition: Averaged Silhouette, Proceedings of the 17th International Conference on Pattern Recognition, Vol. 2, 704-711, 2004.
21. Z. Liu, L. Malave and S. Sarkar Studies on Silhouette Quality and Gait Recognition, Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, Vol. 4, 211-214, 2004.
22. Z. Liu, and S. Sarkar Effect of Silhouette Quality on Hard Problems in Gait Recognition, Accepted for future publication: IEEE Transactions on Systems, Man, and Cybernetics- PartB: Cybernetics, 2005.
23. J. Kittler, M. Hatef, R.P.W. Duin and J. Matas On combining classifiers, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 20, No. 3, pp. 226-239, 1998.
24. C. Tremblay and P. Valin Experiments on individual classifiers and on fusion of set of classifiers Proceedings of the Fifth International Conference on Information Fusion, Vol. 1, pp. 272-277, 2002
25. X. Lu, Y. Wang and A.K. Jain. Combining classifiers for face recognition, Proceedings of the IEEE Internatinal Conference on Multimedia and Expo, Baltimore, MD, Vol. 3, pp. 13-16, 2003.
26. O. Melnik, Y. Vardi and C. Zhang Mixed group ranks: preferences and confidence in classifier combination, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 26, No. 8, pp. 973-981, 2004.
27. J. D. Shutler, M. G. Grant, M. S. Nixon, and J. N. Carter On a large sequence-based human gait database Proc. 4th International Conf. on Recent Advances in Soft Computing, Nottingham, UK, pp.66-72, 2002
28. D.K. Wagg and M.S. Nixon On automated model-based extraction and analysis of gait Proceedings of 6th IEEE International Conference on Automatic Face and Gesture Recognition, pp. 11-16, 2004.
29. G.V. Veres, L. Gordon, J.N. Carter, M.S. Nixon. Feature extraction or feature selection in silhouette-based gait recognition? Submitted to International Journal of Pattern Recognition and Artificial Intelligence.
30. P. Somol, P. Pudil, J. Novovicova and P. Paclil Adaptive floating search methods in feature selection Pattern Recognition Letters, Vol. 20, pp. 1157-1163, 1999.
31. G.V. Veres, J.N. Carter and M.S. Nixon Towards automatic gait recognition Submitted to IEEE Transactions on Systems, Man, and Cybernetics - Part B: Cybernetics.