Boundary element deformable object tracking with equilibrium constraints

被引:6
作者
Greminger, MA [1 ]
Sun, Y [1 ]
Nelson, BJ [1 ]
机构
[1] Univ Minnesota, Dept Engn Mech, Minneapolis, MN 55455 USA
来源
2004 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1- 5, PROCEEDINGS | 2004年
关键词
D O I
10.1109/ROBOT.2004.1308875
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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 constrains 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.
引用
收藏
页码:3896 / 3901
页数:6
相关论文
共 17 条
[1]  
[Anonymous], 1983, MATH THEORY ELASTICI
[2]  
Beer G., 2001, PROGRAMMING BOUNDARY
[3]  
Canny J., 1986, IEEE T PATTERN ANAL, V8
[4]  
Fletcher R., 1981, PRACTICAL METHODS OP
[5]  
GALASSI M, 2001, GNU SCI LIBR REFEREN
[6]   Vision-based force measurement [J].
Greminger, MA ;
Nelson, BJ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2004, 26 (03) :290-298
[7]  
GREMINGER MA, 2003, IEEE COMP SOC C COMP, V1, P289
[8]  
Jaswon M. A., 1977, Integral equation methods in potential theory and elastostatics
[9]   SNAKES - ACTIVE CONTOUR MODELS [J].
KASS, M ;
WITKIN, A ;
TERZOPOULOS, D .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) :321-331
[10]  
Metaxas D.N, 1997, Physics-Based Deformable Models