Automatic reconstruction of 3D human arm motion from a monocular image sequence

被引:5
作者
Filova, V
Solina, F
Lenarcic, J
机构
[1] IBL Sistemi Zelezna, SI-1000 Ljubljana, Slovenia
[2] Univ Ljubljana, Fac Comp & Informat Sci, SI-1000 Ljubljana, Slovenia
[3] Jozef Stefan Inst, SI-1000 Ljubljana, Slovenia
关键词
model-based tracking; motion reconstruction; robust estimation; human arm kinematics; constraint propagation;
D O I
10.1007/s001380050074
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A model-based approach to reconstruction of 3D human arm motion from a monocular image sequence taken under orthographic projection is presented. The reconstruction is divided into two stages. First, a 2D shape model is used to track the arm silhouettes and second-order curves are used to model the arm based on an iteratively reweighted least square method. As a result, 2D stick figures are extracted. In the second stage, the stick figures are backprojected into the scene. 3D postures are reconstructed using the constraints of a 3D kinematic model of the human arm. The motion of the arm is then derived as a transition between the arm postures. Applications of these results are foreseen in the analysis of human motion patterns.
引用
收藏
页码:223 / 231
页数:9
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