Joint tracking and video registration by factorial hidden Markov models

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2008, Pages 973-976

  Mei, Xue ^a   Poriklfi, Fatih ^b  

^a UNIVERSITY OF MARYLAND   (United States)

^b MITSUBISHI ELECTRIC RESEARCH LABORATORIES   (United States)

Author keywords

Camera motion; Factorial hidden markov model; Tracking; Video registration

Indexed keywords

CAMERA MOTION; FACTORIAL HIDDEN MARKOV MODEL; MOVING OBJECTS; TRACKING; VIDEO REGISTRATION;

ACOUSTICS; BOOLEAN FUNCTIONS; CAMERAS; IMAGE SEGMENTATION; LEARNING SYSTEMS; MARKOV PROCESSES; MATHEMATICAL TRANSFORMATIONS; OBJECT RECOGNITION; PARAMETER ESTIMATION; SIGNAL PROCESSING; SPEECH; TARGET TRACKING; TRACKING (POSITION); WAVELET TRANSFORMS;

HIDDEN MARKOV MODELS;

EID: 51449100130     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2008.4517774     Document Type: Conference Paper

References (20)

1. D. Comaniciu, V. Ramesh, and P. Meer, "Kernel-based object tracking," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, pp. 564-577, 2003.
2. A. Doucet, N. de Freitas, and N. Gordon, Eds., Sequential Monte Carlo Methods in Practice, Springer-Verlag, New York, 2001.
3. M. Isard and A. Blake, "Condensation - conditional density propagation for visual tracking," Int. J. Computer Vision, vol. 29, pp. 5-28, 1998.
4. M. J. Black and A. D. Jepson, "Eigentracking: Robust matching and tracking of articulated objects using a view-based representation," Int. J. Computer Vision, vol. 26, pp. 63-84, 1998.
5. M.-H. Y. J. Ho, K.-C. Lee, and D. Kriegman, "Visual tracking using learned subspaces," Proc. IEEE Conf. on Comp. Vision and Patt. Recog., pp. 782-789, 2004.
6. S. Avidan, "Ensemble tracking," Proc. IEEE Conf. on Comp. Vision and Patt. Recog., pp. 494 - 501, 2005.
7. F. Porikli, O. Tuzel, and P. Meer, "Covariance tracking using model update based on lie algebra," Proc. IEEE Conf. on Comp. Vision and Patt. Recog., pp. 728-735, 2006.
8. L. Brown, "A survey of image registration techniques," ACM Computing Surveys, vol. 24, pp. 325-376, 1992.
9. R. Szeliski, "Image alignment and stitching: a tutorial," Microsoft Research MSR-TR-2004-92, 2004.
10. M. Brown and D. G. Lowe, "Recognising panoramas," IEEE International Conference on Computer Vision, pp. 1218-1225, 2003.
11. A. Collignon, F. Maes, D. Vandermeulen, P. Suetens, and G. Marchal, "Automated multimodality image registration using information theory," Information Processing in Medical Imaging, pp. 263-274, 1995.
12. P. Viola and W. M. WellsIII, "Alignment by maximization of mutual information," International Conference on Computer Vision, pp. 16-23, 1995.
13. J. Pluim, J. Maintz, and M. Viergever, "Mutual information based registration of medical images: a survey," IEEE Trans. on Medical Imaging, vol. 8, pp. 986-1004, 2003.
14. M. Irani and P. Anandan, "Robust multi-sensor image alignment," IEEE International Conference on Computer Vision, pp. 959-966, 1998.
15. Y. Keller and A. Averbuch, "Multisensor image registration via implicit similarity," IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 28, pp. 794-801, 2006.
16. S. Ayer and H. S. Sawhney, "Layered representation of motion video using robust maximum-likelihood estimation of mixture models and mdl encoding," International Conference on Computer Vision, pp. 777-784, 1995.
17. Y. Weiss and E. H. Adelson, "A unified mixture framework for motion segmentation: incorporating spatial coherence and estimating the number of models," Proc. IEEE Conf. on Comp. Vision and Patt. Recog., pp. 321-326, 1996.
18. Z. Ghahramani and M. Jordan, "Factorial hidden markov models," Machine Learning, vol. 29, pp. 245-275, 1997.
19. Y. Wu, T. Yu, and G. Hua, "Tracking appearances with occlusions," Proc. IEEE Conf. on Comp. Vision and Patt. Recog., vol. 1, pp. 789-795, 2003.
20. X. Mei and F. Porikli, "Fast image registration via joint gradient maximization: application to multi-modal data," Proceedings of SPIE Volume 6395 Electro-Optical and Infrared Systems: Technology and Applications III, 2006.