Efficient region tracking with parametric models of geometry and illumination

IEEE Transactions on Pattern Analysis and Machine Intelligence

Volumn 20, Issue 10, 1998, Pages 1025-1039

  Hager, Gregory D ^a   Belhumeur, Peter N ^a  

^a YALE UNIVERSITY   (United States)

Author keywords

Illumination; Motion estimation; Real time vision; Robust statistics. 1998 ieee; Visual tracking

Indexed keywords

ALGORITHMS; COMPUTATIONAL GEOMETRY; MATHEMATICAL MODELS; REAL TIME SYSTEMS;

MOTION ESTIMATION; VISUAL TRACKING;

COMPUTER VISION;

EID: 0032179948     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/34.722606     Document Type: Article

References (44)

1. P. Allen, B. Yoshimi, and A. Timcenko, "Hand-Eye Coordination for Robotics Tracking and Grasping," K. Hashimoto, ed., Visual Serving, pp. 33-70. World Scientific, 1994.
2. S. Hutchinson, G.D. Hager, and P. Corke, "A Tutorial Introduction to Visual Servo Control," IEEE Trans. Robotics and Automation, vol. 12, no. 5, pp. 651-670,1996.
3. N. Papanikolopoulos, P. Khosla, and T. Kanade, "Visual Tracking of a Moving Target by a Camera Mounted on a Robot: A Combination of Control and Vision," IEEE Trans. Robotics and Automation, vol. 9, no. 1, pp. 14-35,1993.
4. E. Dickmanns and V. Graefe, "Dynamic Monocular Machine Vision," Machine Vision and Applications, vol. 1, pp. 223-240,1988.
5. A.F. Bobick and A.D. Wilson, "A State-Based Technique for the Summarization of Recognition of Gesture," Proc. Int'l Conf. Computer Vision, pp. 382-388,1995.
6. T. Darrell, B. Moghaddam, and A. Pentland, "Active Face Tracking and Pose Estimation in an Interactive Room," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 67-72,1996.
7. D. Gavrila and L. Davis, "Tracking Humans in Action: A 3D Model-Based Approach," Proc. Image Understanding Workshop, pp. 737-746,1996.
8. R. Howarth and H. Buxton, "Visual Surveillance Monitoring and Watching," Proc. European Conf. Computer Vision, vol. 2, pp. 321334,1996.
9. T. Frank, M. Haag, H. Kollnig, and H.-H. Nagel, "Tracking of Occluded Vehicles in Traffic Scenes," Proc. European Conf. Computer Vision, vol. 2, pp. 485-494,1996.
10. R.C. Harrell, D.C. Slaughter, and P.D. Adsit, "A Fruit-Tracking System for Robotic Harvesting," Machine Vision and Applications, vol. 2, pp. 69-80,1989.
11. D. Reynard, A. Wildenberg, A. Blake, and J. Marchant, "Learning Dynamics of Complex Motions From Image Sequences," Proc. European Conf. Computer Vision, vol. 1, pp. 357-368,1996.
12. E. Bardinet, L. Cohen, and N. Ayache, "Tracking Medical 3D Data With a Deformable Parametric Model," Proc. European Conf. Computer Vision, vol. 1, pp. 317-328,1996.
13. P. Shi, G. Robinson, T. Constable, A. Sinusas, and J. Duncan, "A Model-Based Integrated Approach to Track Myocardial Deformation Using Displacement and Velocity Constraints," Proc. Int'l Conf. Computer Vision, pp. 687-692,1995.
14. E. Boyer, "Object Models From Contour Sequences," Proc. European Conf. Computer Vision, vol. 2, pp. 109-118,1996.
15. L. Shapiro, Affine Analysis of Image Sequences. Cambridge, England: Cambridge Univ. Press, 1995.
16. C. Tomasi and T. Kanade, "Shape and Motion From Image Streams Under Orthography: A Factorization Method," Int'l J. Computer Vision, vol. 9, no. 2, pp. 137-154,1992.
17. P. Hallinan, "A Low-Dimensional Representation of Human Faces for Arbitrary Lighting Conditions," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 995-999,1994.
18. R. Epstein, P. Hallinan, and A. Yuille, "5 ±2 Eigenimages Suffice: An Empirical Investigation of Low-Dimensional Lighting Models," Technical Report 94-11, Harvard Univ., 1994.
19. P.N. Belhumeur and DJ. Kriegman, "What Is the Set of Images of an Object Under All Possible Lighting Conditions," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 270-277,1996.
20. R. Dutter and P. Huber, "Numerical Methods for the Nonlinear Robust Regression Problem," J. Statistical Computer Simulation, vol. 13, no. 2, pp. 79-113,1981.
21. B.D. Lucas and T. Kanade, "An Iterative Image Registration Technique With an Application to Stereo Vision," Proc. Int'l Joint Conf. Artificial Intelligence, pp. 674-679,1981.
22. P. Anandan, "A Computational Framework and an Algorithm for the Measurement of Structure From Motion," Int'l J. Computer Vision, vol. 2, pp. 283-310,1989.
23. J. Shi and C. Tomasi, "Good Features to Track," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 593-600, IEEE CS Press, 1994.
24. J. Rehg and T. Kanade, "Visual Tracking of High DOF Articulated Structures: An Application to Human Hand Tracking," Proc. European Conf. Computer Vision, vol. B, pp. 35-46,1994.
25. C. Bregler, "Learning and Recognizing Human Dynamics in Video Sequences," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 568-574,1997.
26. J. Rehg and A. Witkin, "Visual Tracking With Deformation Models," Proc. IEEE Int'l Conf. Robotics and Automation, pp. 844-850, 1991.
27. M. Black and Y. Yacoob, "Tracking and Recognizing Rigid and Non-Rigid Facial Motions Using Local Parametric Models of Image Motion," Proc. Int'l Conf. Computer Vision, pp. 374-381,1995.
28. H. Murase and S. Nayar, "Visual Learning and Recognition of 3-D Objects From Appearance," Int'l J. Computer Vision, vol. 14, pp. 524,1995.
29. M. Black and A. Jepson, "Eigentracking: Robust Matching and Tracking of Articulated Objects Using a View-Based Representation," Proc. European Conf. Computer Vision, pp. 329-342,1996.
30. M. Isard and A. Blake, "Contour Tracking by Stochastic Propagation of Conditional Density," European Conf. on Computer Vision, vol. 1, pp. 343-356,1996.
31. D.G. Lowe, "Robust Model-Based Motion Tracking Through the Integration of Search and Estimation," Int'l J. Computer Vision, vol. 8, no. 2, pp. 113-122,1992.
32. D.B. Gennery, "Visual Tracking of Known Three-Dimensional Objects," Int'l J. Computer Vision, vol. 7, no. 3, pp. 243-270,1992.
33. A. Blake, R. Curwen, and A. Zisserman, "A Framework for Spatio-Temporal Control in the Tracking of Visual Contour," Int'l J. Computer Vision, vol. 11, no. 2, pp. 127-145,1993.
34. B. Horn, Computer Vision. Cambridge, Mass.: MIT Press, 1986.
35. M. Betke and N. Makris, "Fast Object Recognition in Noisy Images Using Simulated Annealing," Proc. Int'l Conf. Computer Vision, pp. 523-530,1995.
36. R. Szeliski, "Image Mosaicing for Tele-Reality Applications," Proc. Workshop Applications of Computer Vision, pp. 44-53,1994.
37. A. Shashua, "Geometry and Photometry in 3D Visual Recognition," PhD thesis, Massachusetts Institute of Technology, 1992.
38. R. Woodham, "Analysing Images of Curved Surfaces," Artificial Intelligence, vol. 17, pp. 117-140,1981.
39. P. Huber, Robust Statistics. New York: John Wiley & Sons, 1981.
40. R.M. Haralick and L.G. Shapiro, Computer and Robot Vision. Reading, Mass.: Addison Wesley, 1993.
41. G.D. Hager and K. Toyama, "XVision: A Portable Substrate for Real-Time Vision Applications," Computer Vision and Image Understanding, vol. 69, no. 1, pp. 23-37,1998.
42. S. McKenna, S. Gong, and J. Collins, "Face Tracking and Pose Representation," British Machine Vision Conf., 1996.
43. P. Belhumeur and G.D. Hager, "Tracking in 3D: Image Variability Decomposition for Recovering Object Pose and Illumination," Proc. Int'l Conf. Pattern Analysis Applications, 1998. Also available as Yale Computer Science #1141.
44. S. Ullman and R. Basri, "Recognition by a Linear Combination of Models," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 13, pp. 992-1,006,1991.