3D particle tracking using an active vision

This paper concerns the 3D motion estimation and tracking of an object in a scene using an active vision system. We develop a state model which describes in an unified way this estimation problem. In this case, the main difficulty lies in the non-linear state equations. They are solved by the particle filter which avoids the linearization stage.

[1]  Gabriela Csurka,et al.  Modelisation projective des objets tridimensionnels en vision par ordinateur , 1996 .

[2]  Ingemar J. Cox,et al.  An Efficient Implementation of Reid's Multiple Hypothesis Tracking Algorithm and Its Evaluation for the Purpose of Visual Tracking , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[3]  Christophe Boucher,et al.  3D structure and motion recovery in a multisensor framework , 2001, Inf. Fusion.

[4]  Yiannis Aloimonos,et al.  On the Geometry of Visual Correspondence , 1997, International Journal of Computer Vision.

[5]  Stephen M. Smith,et al.  SUSAN—A New Approach to Low Level Image Processing , 1997, International Journal of Computer Vision.

[6]  Rachid Deriche,et al.  Recursive filtering and edge tracking: two primary tools for 3D edge detection , 1991, Image Vis. Comput..

[7]  H. Carvalho,et al.  Optimal nonlinear filtering in GPS/INS integration , 1997, IEEE Transactions on Aerospace and Electronic Systems.

[8]  P. Beardsley,et al.  Affine and Projective Structure from Motion , 1992 .

[9]  John W. Woods,et al.  3-D Kalman filter for image motion estimation , 1998, IEEE Trans. Image Process..

[10]  Jonas Gårding,et al.  Direct Estimation of Shape from Texture , 1993, IEEE Trans. Pattern Anal. Mach. Intell..

[11]  Ravi N. Banavar,et al.  Risk-Sensitive Filters for Recursive Estimation of Motion From Images , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[12]  Andrew Blake,et al.  A framework for spatiotemporal control in the tracking of visual contours , 1993, International Journal of Computer Vision.

[13]  Jake K. Aggarwal,et al.  Structure from stereo-a review , 1989, IEEE Trans. Syst. Man Cybern..

[14]  Kenichi Kanatani,et al.  Shape from Texture: General Principle , 1989, Artif. Intell..

[15]  Andrew W. Fitzgibbon,et al.  An Experimental Comparison of Range Image Segmentation Algorithms , 1996, IEEE Trans. Pattern Anal. Mach. Intell..

[16]  Olivier D. Faugeras,et al.  Determining motion from 3D line segment matches: a comparative study , 1991, Image Vis. Comput..

[17]  Paul A. Beardsley,et al.  Sequential Updating of Projective and Affine Structure from Motion , 1997, International Journal of Computer Vision.

[18]  Michael Isard,et al.  CONDENSATION—Conditional Density Propagation for Visual Tracking , 1998, International Journal of Computer Vision.

[19]  David D. Sworder,et al.  Image fusion for tracking manoeuvring targets , 1997, Int. J. Syst. Sci..

[20]  Del Moral,et al.  1 - Résolution particulaire et traitement non-linéaire du signal : applications RADAR/SONAR , 1995 .

[21]  José M. F. Moura,et al.  A fast algorithm for rigid structure from image sequences , 1999, Proceedings 1999 International Conference on Image Processing (Cat. 99CH36348).

[22]  P. Rives,et al.  7 - Estimation récursive de primitives 3D au moyen d'une caméra mobile , 1987 .

[23]  Rachid Deriche,et al.  Using Canny's criteria to derive a recursively implemented optimal edge detector , 1987, International Journal of Computer Vision.

[24]  Thomas S. Huang,et al.  Motion and structure from feature correspondences: a review , 1994, Proc. IEEE.

[25]  Manuel González,et al.  Affine Invariant Texture Segmentation and Shape from Texture by Variational Methods , 1998, Journal of Mathematical Imaging and Vision.

[26]  Yaakov Bar-Shalom,et al.  Multitarget-Multisensor Tracking , 1995 .

[27]  O. Faugeras.  Three-dimensional computer vision: a geometric viewpoint , 1993 .

[28]  H. C. Longuet-Higgins,et al.  The interpretation of a moving retinal image , 1980, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[29]  P. Moral.  Nonlinear Filtering Using Random Particles , 1996 .

[30]  Anup Basu,et al.  Texture, contour, shape, and motion , 1987, Pattern Recognit. Lett..

[31]  N. Gordon,et al.  Novel approach to nonlinear/non-Gaussian Bayesian state estimation , 1993 .

[32]  K. Storjohann.  Laser range camera modeling , 1990 .

[33]  Rachid Deriche,et al.  Tracking line segments , 1990, Image Vis. Comput..

[34]  Radu Horaud,et al.  New Methods for Matching 3-D Objects with Single Perspective Views , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.