DocumentCode :
414420
Title :
Boundary element deformable object tracking with equilibrium constraints
Author :
Greminger, Michael A. ; Sun, Yu ; Nelson, Bradley J.
Author_Institution :
Dept. of Mech. Eng., Minnesota Univ., Minneapolis, MN, USA
Volume :
4
fYear :
2004
fDate :
April 26-May 1, 2004
Firstpage :
3896
Abstract :
This paper presents a deformable object tracking algorithm based on the boundary element method (BEM). BEM differs from the finite element method (FEM) in that only the boundary of the object needs to be meshed for BEM. FEM requires that the interior of the object is meshed in addition to its boundary. This feature of BEM makes it attractive for computer vision problems. We present a deformable template that uses BEM to model deformations. This deformable template is registered to an image using an energy minimization approach. The BEM tracking algorithm presented in this paper constraints the tracking results to satisfy the condition of static equilibrium. This increases the robustness of the tracking results and enhances the usefulness of the forces obtained from the tracking procedure. We demonstrate the tracking performance of this algorithm for objects with linear and non-linear elastic properties. In addition, the results of tracking the deformations of a cell are presented.
Keywords :
boundary-elements methods; deformation; finite element analysis; grippers; image matching; minimisation; object detection; robot vision; tracking; BEM; BEM tracking algorithm; FEM; boundary element method; cell deformation; computer vision problems; deformable object tracking; deformable template matching; energy minimization; equilibrium constraints; finite element method; grippers; linear elastic properties; nonlinear elastic properties; robustness; static equilibrium; Boundary element methods; Deformable models; Elasticity; Integral equations; Intelligent robots; Mechanical engineering; Poisson equations; Robot vision systems; Robustness; Stress;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Automation, 2004. Proceedings. ICRA '04. 2004 IEEE International Conference on
ISSN :
1050-4729
Print_ISBN :
0-7803-8232-3
Type :
conf
DOI :
10.1109/ROBOT.2004.1308875
Filename :
1308875
Link To Document :
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