Human body gesture recognition using adapted auxiliary particle filtering

2007 IEEE Conference on Advanced Video and Signal Based Surveillance, AVSS 2007 Proceedings

Volumn , Issue , 2007, Pages 441-446

  Oikonomopoulos, A ^a   Pantic, M ^a  

^a IMPERIAL COLLEGE LONDON   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

ACOUSTIC SIGNAL PROCESSING; CLASSIFICATION (OF INFORMATION); ESTIMATION; FILTRATION; MATHEMATICAL MODELS; MULTIUSER DETECTION; NONLINEAR FILTERING; OBJECT RECOGNITION; REAL TIME SYSTEMS; SECURITY SYSTEMS; SIGNAL FILTERING AND PREDICTION; SKIN;

(MULTIPATH) PROPAGATION MODELING; AEROBIC EXERCISES; AUXILIARY PARTICLE FILTER (APF); CLASSIFICATION SCHEME (CS); CLUTTERED SCENES; DISTANCE MEASURES; GAUSSIAN MIXTURE MODEL (GMM); HUMAN BODIES; HUMAN SKIN; IN ORDER; LONGEST COMMON SUBSEQUENCE (LCSS); OBSERVATION MODELS; REAL IMAGE SEQUENCES; RELEVANCE VECTOR MACHINE (RVM); TRACKING SCHEME;

GESTURE RECOGNITION;

EID: 44849134502     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/AVSS.2007.4425351     Document Type: Conference Paper

References (22)

1. J. J. Wang and S. Singh, "Video analysis of human dynamics - A survey," Real Time Imaging, Vol. 9 No. 5, pp. 321-346, 2003.
2. L. Wang, W. Hu and T. Tan, "Recent Developments in Human Motion Analysis," Pattern Recognition, Vol. 36 No. 3, pp. 585-601, 2003.
3. Y. Bar-Shalom, T. Fortmann, "Tracking and Data Association," Academic Press (1988)
4. M. Isard and A. Blake, "Condensation conditional density propagation for visual tracking," International Journal of Computer Vision, Vol. 29, No. 1, pp. 5-28, 1998.
5. M. Isard and A. Blake, "Icondensation: Unifying low-level and high-level tracking in a stochastic framework," European Conf. on Computer Vision, Vol. 29, No. 1, pp. 893-908, 1998.
6. J. Schmidt, J. Fritsch and B. Kwolek, "Kernel particle filter for real-time 3D body tracking in monocular color images," Automatic Face and Gesture Recognition, pp. 567-572, 2006.
7. D. Comaniciu, V Ramesh, and P. Meer, "Kernel-Based Object Tracking", IEEE Trans. Pattern Analysis and Machine Intelligence Vol. 25, No. 5, pp. 564-577, 2003.
8. C. Yang, R. Duraiswami and L. Davis, "Fast multiple object tracking via a hierarchical particle filter," Proc. IEEE Int. Conf. Computer Vision, vol. 1, pp. 212-219, 2005.
9. C. Shan, Y. Wei T. Tan and F. Ojardias, "Real time hand tracking by combining particle filtering and mean shift," Automatic Face and Gesture Recognition, Vol. 1, pp. 669-674, 2004.
10. M. Pitt and N. Shephard, "Filtering via simulation: auxiliary particle filtering," J. American Statistical Association, Vol. 94, pp. 590-, 1999.
11. I. Patras and M. Pantic, "Tracking deformable motion," IEEE International Conference on Systems, Man and Cybernetics, pp. 1066-1071, 2005.
12. I. Patras and M. Pantic, "Particle Filtering with Factorized Likelihoods for Tracking Facial Features," Proc. IEEE Intl Conf. on Face and Gesture Recognition, pp. 97-102, 2004.
13. C. Rao, A. Yilmaz and M. Shah, "View-invariant representation and recognition of actions," International Journal of Computer Vision, Vol. 50, No. 2, pp. 203-226, 2002.
14. A. Yilma and M. Shah, "Recognizing human actions in videos by uncalibrated moving cameras," Proc. IEEE Int. Conf. Computer Vision, Vol. 1, pp. 150-157, 2005.
15. M. Blank, L. Gorelick, E. Shechtman, M. Irani and R. Basri, "Actions as space-time shapes," Proc. IEEE Int. Conf. Computer Vision, Vol. 2, pp. 1395-1402, 2005.
16. L. Zelnik-Manor and M. Irani, "Event-based analysis of video," Proceedings, IEEE Conference on Computer Vision and Pattern Recognition, Vol. 2, pp. 123-130, 2001.
17. Q. Zhu, K.-T. Cheng and C.-T. Wu, "A unified adaptive approach to accurate skin detection," Proc. IEEE Int. Conference on Image Processing, Vol. 2, pp. 1189-1192, 2004.
18. The feret database, http://www.itl.nist.gov/iad/humanid/feret.
19. C. Stauffer, "Adaptive background mixture models for real-time tracking," Proceedings, IEEE Conference on Computer Vision and Pattern Recognition, pp. 246-252, 1999.
20. C. Myers and L. Rabiner, "A comparative study of several dynamic time-warping algorithms for connected word recognition," The Bell System Technical Journal, Vol. 60, No. 7, pp. 1389-1409, 1981.
21. M. Vlachos, G. Kollios and D. Gunopulos, "Discovering similar multidimensional trajectories," Proc. International Conference on Data Engineering, pp. 673-684, 2002.
22. M. Tipping, "The Relevance Vector Machine," Advances in Neural Information Processing Systems, pp. 652-658, 1999.