Fast occluded object tracking by a robust appearance filter

IEEE Transactions on Pattern Analysis and Machine Intelligence

Volumn 26, Issue 8, 2004, Pages 1099-1104

  Nguyen, Hieu T ^a   Smeulders, Arnold W M ^a  

^a UNIVERSITY OF AMSTERDAM   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; EDGE DETECTION; IMAGE ENHANCEMENT; KALMAN FILTERING; LIGHTING; MATHEMATICAL MODELS; MATRIX ALGEBRA; MOTION COMPENSATION; PATTERN MATCHING; TRACKING (POSITION);

APPEARANCE TRACKING; OBJECT TRACKING; ROBUST KALMAN FILTER; TEMPLATE MATCHING;

OBJECT RECOGNITION;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; CLUSTER ANALYSIS; COMPARATIVE STUDY; COMPUTER ASSISTED DIAGNOSIS; COMPUTER GRAPHICS; EVALUATION; IMAGE ENHANCEMENT; IMAGE SUBTRACTION; INFORMATION RETRIEVAL; MATHEMATICAL COMPUTING; METHODOLOGY; MOVEMENT (PHYSIOLOGY); REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING; VIDEORECORDING;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; CLUSTER ANALYSIS; COMPUTER GRAPHICS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; INFORMATION STORAGE AND RETRIEVAL; MOVEMENT; NUMERICAL ANALYSIS, COMPUTER-ASSISTED; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING, COMPUTER-ASSISTED; SUBTRACTION TECHNIQUE; VIDEO RECORDING;

EID: 3242680839     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2004.45     Document Type: Article

References (21)

1. 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.
2. N.P. Papanikolopoulos, P.K. 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, pp. 14-35, 1993.
3. M. Isard and A. Blake, "CONDENSATION - Conditional Density Propagation for Visual Tracking," Int'l J. Computer Vision, vol. 29, no. 1, pp. 5-28, 1998.
4. G.D. Hager and P.N. Belhumeur, "Efficient Region Tracking with Parametric Models of Geometry and Illumination," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 20, no. 10, pp. 1025-1039, Oct. 1998.
5. B. Li and R. Chellappa, "Simultaneous Tracking and Verification via Sequential Posterior Estimation," Proc. Computer Vision and Pattern Recognition, vol. 2, pp. 110-117, 2000.
6. G.R. Legters Jr. and T.Y. Young, "A Mathematical Model for Computer Image Tracking," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 4, no. 6, pp. 583-594, June 1982.
7. M.J. Black and Y. Yacoob, "Recognizing Facial Expressions in Image Sequences Using Local Parameterized Models of Image Motion," Int'l J. Computer Vision, vol. 25, no. 1, pp. 23-48, 1997.
8. H. Sidenbladh, M.J. Black, and D.J. Fleet, "Stochastic Tracking of 3D Human Figures Using 2D Image Motion," Proc. European Conf. Computer Vision, vol. 2, pp. 702-718, 2000.
9. H.T. Nguyen, M. Worring, and R. van den Boomgaard, "Occlusion Robust Adaptive Template Tracking," Proc. Int'l Conf. Computer Vision, vol. 1, pp. 678-683, 2001.
10. H.T. Nguyen and A.W.M. Smeulders, "Template Tracking Using Color Invariant Pixel Features," Proc. Int'l Conf. Image Processing, vol. 1, pp. 569-572, 2002.
11. H. Tao, H.S. Sawhney, and R. Kumar, "Dynamic Layer Representation with Applications to Tracking," Proc. Computer Vision and Pattern Recognition, vol. 2, pp. 134-141, 2000.
12. Y. Wu and T.S. Huang, "A Co-Inference Approach to Robust Visual Tracking," Proc. Int'l Conf. Computer Vision, vol. 2, pp. 26-33, 2001.
13. A.D. Jepson, D.J. Fleet, and T.F. El-Maraghi, "Robust Online Appearance Models for Visual Tracking," Proc. Computer Vision and Pattern Recognition, 2001.
14. J. Vermaak, P. Perez, M. Gangnet, and A. Blake, "Towards Improved Observation Models for Visual Tracking: Selective Adaptation," Proc. European Conf. Computer Vision, vol. 1, pp. 645-660, 2002.
15. F. Dellaert, S. Thrun, and C. Thorpe, "Jacobian Images of Superresolved Texture Maps for Model-Based Motion Estimation and Tracking," Proc. Fourth Workshop Applications of Computer Vision, 1998.
16. J.M. Geusebroek, R. van den Boomgaard, A.W.M. Smeulders, and H. Geerts, "Color Invariance," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 23, no. 12, pp. 1338-1350, Dec. 2001.
17. T. Gevers and A.W.M. Smeulders, "Pictoseek: Combining Color and Shape Invariant Features for Image Retrieval," IEEE Trans. Image Processing, vol. 9, no. 1, p. 102, 2000.
18. S. Baker, R. Gross, and I. Matthews, "Lucas-Kanade 20 Years On: A Unifying Framework: Part 3," Technical Report: CMU-RI-TR-03-35, Carnegie Mellon Univ., 2003.
19. R.H. Shumway and D.S. Stoffer, "An Approach to Time Series Smoothing and Forecasting Using the em Algorithm," J. Time Series Analysis, vol. 3, no. 4, pp. 253-264, 1982.
20. Z. Ghahramani and G.E. Hinton, "Parameter Estimation for Linear Dynamical Systems," Technical Report: CRG-TR-96-2, Univ. of Toronto 1996.
21. P.S. Maybeck, Stochastic Models, Estimation and Control, vol. 2. New York: Academic Press, 1982.