The model-based dynamic hand posture identification using genetic algorithm

被引:8
|
作者
Lien, CC
Huang, CL [1 ]
机构
[1] Natl Tsing Hua Univ, Dept Elect Engn, Hsinchu, Taiwan
[2] Chung Hua Univ, Dept Comp Engn, Hsinchu, Taiwan
关键词
inverse kinematics; reach tree; alignment measure; genetic algorithm;
D O I
10.1007/s001380050095
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a new hand posture identification system which applies genetic algorithm to develop an efficient 3D hand-model-fitting method. The 3D hand-model-fitting method consists of (1) finding the closed-form inverse kinematics solution, (2) defining the alignment measure function for the wrist-fitting process, and (3) applying genetic algorithm to develop the dynamic hand posture identification process. In contrast to the conventional computationally intensive hand-model-fitting methods, we develop an off-line training process to find the closed-form inverse kinematics solution functions, and a fast model-based hand posture identification process. In the experiments, we will illustrate that our hand posture identification system is very effective.
引用
收藏
页码:107 / 121
页数:15
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