Learning people trajectories using semi-directional statistics

6th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2009

Volumn , Issue , 2009, Pages 213-218

  Calderara, Simone ^a   Prati, Andrea ^a   Cucchiara, Rita ^a  

^a UNIVERSITY OF MODENA AND REGGIO EMILIA   (Italy)

Author keywords

Semi directional statistics; Trajectory analysis; Video surveillance

Indexed keywords

COMPREHENSIVE ANALYSIS; DATA SEQUENCES; DIRECTIONAL DISTRIBUTIONS; DIRECTIONAL STATISTICS; DISTANCE MEASURE; GAUSSIANS; GLOBAL ALIGNMENT; INEXACT METHODS; KULLBACK-LEIBLER; LOCAL SHIFTS; MUTUAL INFORMATIONS; SHAPE ANALYSIS; STATISTICAL APPROACH; STATISTICAL DEPENDENCIES; SYNTHETIC AND REAL DATA; TRAJECTORY ANALYSIS; VARIABLE DEPENDENCIES; VIDEO-SURVEILLANCE;

MONITORING; PARAMETER ESTIMATION; TRAJECTORIES;

SECURITY SYSTEMS;

EID: 72349098408     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/AVSS.2009.34     Document Type: Conference Paper

References (18)

1. S. Calderara, R. Cucchiara, and A. Prati, "Bayesian-competitive Consistent Labeling for People Surveillance," IEEE Trans. on PAMI, vol. 30, no. 2, pp. 354-360, Feb. 2008.
2. B. Morris and M. Trivedi, "A survey of vision-based trajectory learning and analysis for surveillance," IEEE Transactions on Circuits and Systems for Video Technology, vol. 18, no. 8, pp. 1114-1127, Aug. 2008.
3. M. Bennewitz, W. Burgard, and S. Thrun, "Using em to learn motion behaviors of persons with mobile robots," in IEEE/RSJ International Conference on Intelligent Robots and System, vol. 1, 2002, pp. 502-507.
4. A. Mecocci and M. Pannozzo, "A completely autonomous system that learns anomalous movements in advanced video-surveillance applications," in IEEE International Conference on Image Processing, vol. 2, 2005, pp. 586-589.
5. I. Junejo, O. Javed, and M. Shah, "Multi feature path modeling for video surveillance," in Proceedings of the 17th International Conference on Pattern Recognition, vol. 2, Aug. 2004, pp. 716-719.
6. W. Hu, X. Xiao, Z. Fu, D. Xie, T. Tan, and S. Maybank, "A system for learning statistical motion patterns," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 28, no. 9, pp. 1450-1464, September 2006.
7. A. Prati, S. Calderara, and R. Cucchiara, "Using circular statistics for trajectory analysis," in Proceedings of International Conference on Computer Vision and Pattern Recognition (CVPR 2008), Jun. 2008.
8. K. Mardia, Statistics of directional data, 1972.
9. R. Fisher, "Dispersion on a sphere," Proc. Roy. Soc. London Ser. A., vol. 217, pp. 295-305, 1953.
10. C. Bahlmann, "Directional features in online handwriting recognition," Pattern Recognition, vol. 39, pp. 115-125, 2006.
11. C. B. Bell", "Mutual information and maximal correlation as measures of dependence," Ann. Math. Statist., vol. 33, pp. 587-595, 1962.
12. J. R. Hershey and P. A. Olsen, "Approximating the kull-back leibler divergence between gaussian mixture models," in Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on, vol. 4, 2007, pp. IV-317-IV-320.
13. S. Needleman and C. Wunsch, "A general method applicable to the search for similarities in the amino acid sequence of two proteins," Journ. of Molec.Biol., vol. 48, no. 3, pp. 443-453, 1970.
14. D. Buzan, S. Sclaroff, and K. G., "Extraction and clustering of motion trajectories in video," in ICPR, vol. 2, 2004.
15. T. Dutta, "Dynamic time warping based approach to text-dependent speaker identification using spectrograms," in Proc. of Image and Signal Processing Congress CISP, 2008, pp. 2: 354-360.
16. Y. Qiao and M. Yasuhara, "Affine invariant dynamic time warping and its application to online rotated handwriting recognition," in ICPR, 2006, pp. 2: 905-908.
17. F. Porikli and T. Haga, "Event detection by eigenvector decomposition using object and frame features," in Proc. of CVPR Workshop, vol. 7, 2004, pp. 114-121.
18. A. Reynolds, G. Richards, and V. Rayward-Smith, The Application of K-Medoids and PAM to the Clustering of Rules. Springer Berlin / Heidelberg, vol. 3177/2004, pp. 173-178.