Title :
Robust real time tracking of 3D objects
Author :
Masson, Lucie ; Dhome, Michel ; Jurie, Frederic
Author_Institution :
CNRS UMR, BIaise Pascal Univ., Aubiere, France
Abstract :
In this article the problem of tracking rigid 3D objects is addressed. The contribution of the proposed approach is an algorithm which combines: efficiency (i.e. the algorithm is designed before all to be real time using standard architecture), robustness (occlusions are allowed) and accuracy (sub-pixel accuracy is obtained). It is devoted to the tracking of 3D rigid objects, assuming that the 3D geometry as well as the texture of the surface is known. Such performances can be obtained through a two levels scheme: the core of the approach consists in an efficient 2D patch tracker whose results are combined robustly to compute the 3D object pose. This article provides experimental results proving the soundness of the proposed approach.
Keywords :
computer graphics; computer vision; geometry; object detection; tracking; 3D geometry; 3D rigid objects tracking; image texture; occlusions; real time tracking; subpixel accuracy; Algorithm design and analysis; Cameras; Geometry; Image texture; Particle filters; Pattern recognition; Robustness; Surface texture; Target tracking; Video sequences;
Conference_Titel :
Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on
Print_ISBN :
0-7695-2128-2
DOI :
10.1109/ICPR.2004.1333751