Online updating appearance generative mixture model for meanshift tracking

Machine Vision and Applications

Volumn 20, Issue 3, 2009, Pages 163-173

  Tu, Jilin ^a   Tao, Hai ^b   Huang, Thomas ^a  

^a UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

^b University of California Santa Cruz   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN GRAPHICAL MODELS; GENERATIVE MODEL; HEAD POSE; HUMAN HEAD; KEY FRAMES; MEAN SHIFT; MEAN SHIFT ALGORITHM; MIXTURE MODEL; MODEL PARAMETERS; OBJECT APPEARANCE; OBJECT POSE; ONLINE EM; PIECEWISE LINEAR; TRACKING ALGORITHM; TRACKING OBJECTS;

FEATURE EXTRACTION; GRAPHIC METHODS; IMAGE SEGMENTATION; WINDOWS;

ALGORITHMS;

EID: 67650498902     PISSN: 09328092     EISSN: 14321769     Source Type: Journal    
DOI: 10.1007/s00138-007-0115-x     Document Type: Article

References (22)

1. Tao, H., Huang, T.: Explanation-based facial motion tracking using a piecewise bezier volume deformation model. In: Procedings of IEEE Computer Vision and Pattern Recognition CVPR'99, vol. 1, pp. 611-617 (1999)
2. DeCarlo, D., Metaxas, D.: The integration of optical flow and deformable models with applications to human face shape and motion estimation. In: Proceedings of CVPR '96, pp. 231-238 (1996)
3. Blake, A., Isard, M.: Active Contours. Springer, Heidelberg (1998)
4. Isard, M., Blake, A.: Condensation-conditional density propagation for visual tracking. Int. J. Comput. Vis. 29, 5-28 (1998)
5. Chen, Y., Rui, Y., Huang, T.S.: Mode-based multi-hypothesis head tracking using parametric contours. In: Proceedings of fifth International. Conference on Automatic Face and Gesture Recognition, Washington D.C (2002)
6. Comaniciu, D., Ramesh, V., Meer, P.: Real-time tracking of nonrigid objects using mean shift. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR'00), vol 2., Hilton Head Island, South Carolina 142-149 (2000)
7. Birchfield, S.: Elliptical head tracking using intensity gradients and color histograms. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 232-237 (1998)
8. Morency, L.P., Rahimi, A., Checka, N., Darrell, T.: Fast stereobased head tracking for interactive environment. In: Proceedings of the International. Conference on Automatic Face and Gesture Recognition (2002)
9. Black, M., Jepson, A.: Eigentracking: robust matching and tracking of articulated objects using a view-based representation. Int. J. Comput. Vis. 26, 63-84 (1998)
10. Lee, K.C., Ho, J., Yang, M.H., Kriegman, D.: Visual tracking and recognition using probabilistic appearance manifolds. Comput. Vis. Image Underst. (CVIU) 99, 303-331 (2005)
11. Ross, D., Lim., J., Yang, M.H.: Probabilistic visual tracking with incremental subspace update. In: ECCV, vol. 2, pp. 470-482 (2004)
12. Ho, J., Lee, K.C., Yang, M.H., Kriegman, D.: Visual tracking using learned linear subspace. In: IEEE CVPR (2004)
13. Lee, K.C., Kriegman, D.: Online learning of probabilistic appearance manifolds for video-based recognition and tracking. In: IEEE Conference On Computer Vision and Pattern Recognition (2005)
14. Nguyen, H., Worring, M., van den Boomgaard, R.: Occlusion robust adaptive template tracking. In: ICCV, vol. 1, 678-683 (2001)
15. Jepson, A.D., Fleet, D.J., El-Maraghi, T.R: Robust on-line appearance models for visual tracking. IEEE Trans. Pattern Anal. Mach. Intell. 25, 1296-1311 (2003)
16. Collins, R.: Mean-shift blob tracking through scale space. In: Computer Vision and Pattern Recognition (CVPR'03), IEEE (2003)
17. Zivkovic, Z., Krose, B.: An em-like algorithm for color-histogrambased, object tracking. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, vol. 1, pp. 798-803 (2004)
18. Porikli, F.: Human body tracking by adaptive background models and mean-shift analysis. In: IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (2003)
19. Cheng, Y.: Mean shift, mode seeking, and clustering. IEEE Trans. Pattern Anal. Mach. Intell. 17, 790-799 (1995)
20. Fukunaga, K., Hostetler, L.: The estimation of the gradient of a density function, with applications in pattern recognition. IEEE Irans. Inf. Theory 21, 32-40 (1975)
21. Birchfield, S.: http://www.ces.clemson.edu/~stb/research/ headtracker/ (1998)
22. UKA-ISL: http://isl.ira.uka.de/clear06/downloads/chil-clear-v1. 1-2006-02-21.pdf (2006)