Robust model-based tracking for robot vision

作者: A.I. Comport , E. Marchand , F. Chaumette

DOI: 10.1109/IROS.2004.1389433

关键词:

摘要: This paper proposes a real-time, robust and efficient 3D model-based tracking algorithm for visual servoing. A virtual servoing approach is used monocular tracking. method similar to more classical nonlinear pose computation techniques. concise derivation of distance-to-contour interaction matrices described. An oriented edge detector in order provide real-time points normal the object contours. Robustness obtained by integrating M-estimator into control law via an iteratively reweighted least squares implementation. The presented this has been validated on several 2D 1/2 experiments considering various objects. Results show be occlusion, changes illumination miss-tracking.

参考文章(24)
Michael Isard, Andrew Blake, Contour Tracking by Stochastic Propagation of Conditional Density european conference on computer vision. pp. 343- 356 ,(1996) , 10.1007/BFB0015549
F. Chaumette, E. Malis, 2 1/2 D visual servoing: a possible solution to improve image-based and position-based visual servoings international conference on robotics and automation. ,vol. 1, pp. 630- 635 ,(2000) , 10.1109/ROBOT.2000.844123
Donald B. Gennery, Visual tracking of known three-dimensional objects International Journal of Computer Vision. ,vol. 7, pp. 243- 270 ,(1992) , 10.1007/BF00126395
Éric Marchand, François Chaumette, Virtual visual servoing : a framework for real-time augmented reality eurographics. ,vol. 21, pp. 289- 298 ,(2002) , 10.1111/1467-8659.T01-1-00588
Gregory D. Hager, Kentaro Toyama, X Vision Computer Vision and Image Understanding. ,vol. 69, pp. 23- 37 ,(1998) , 10.1006/CVIU.1997.0586
Charles Kervrann, Fabrice Heitz, A hierarchical Markov modeling approach for the segmentation and tracking of deformable shapes Graphical Models and Image Processing. ,vol. 60, pp. 173- 195 ,(1998) , 10.1006/GMIP.1998.0469
Daniel F. Dementhon, Larry S. Davis, Model-based object pose in 25 lines of code International Journal of Computer Vision. ,vol. 15, pp. 123- 141 ,(1995) , 10.1007/BF01450852
D.G. Lowe, Fitting parameterized three-dimensional models to images IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 13, pp. 441- 450 ,(1991) , 10.1109/34.134043
H. Kollnig, H.-H. Nagel, 3D pose estimation by fitting image gradients directly to polyhedral models international conference on computer vision. pp. 569- 574 ,(1995) , 10.1109/ICCV.1995.466888