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
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