Hand Tracking by Particle Filtering with Elite Particles Mean Shift

被引:13
作者
Zhong, Shengtong [1 ]
Hao, Fei [2 ]
机构
[1] Norwegian Univ Sci & Technol, Dept Comp & Informat Sci, NO-7491 Trondheim, Norway
[2] Korea Adv Inst Sci & Technol, Dept Comp Sci, Taejon 305701, South Korea
来源
FCST: 2008 JAPAN-CHINA JOINT WORKSHOP ON FRONTIER OF COMPUTER SCIENCE AND TECHNOLOGY, PROCEEDINGS | 2008年
关键词
Hand Tracking; Particle Filtering; Elite Particles; Mean Shift;
D O I
10.1109/FCST.2008.9
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper presents an improved particle filtering for hand tracking in a video sequence in real time. In this method, we incorporate mean shift process of elite particles into conventional particle filtering for hand tacking which aims to improve the tracking efficiency. The elite particles are chosen from the particles with higher weights based on observation model. The proposed method can significantly improve the tracking performance, as well as reducing the computational cost compared to conventional particle filtering. Experiments result of the hand tracking show the effectiveness of proposed method.
引用
收藏
页码:163 / +
页数:2
相关论文
共 12 条
[1]  
[Anonymous], 2004, 2004 C COMP VIS PATT
[2]   A tutorial on particle filters for online nonlinear/non-Gaussian Bayesian tracking [J].
Arulampalam, MS ;
Maskell, S ;
Gordon, N ;
Clapp, T .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2002, 50 (02) :174-188
[3]  
ASKAR S, 2004, 1 EUR C VIS MED PROD, P79
[4]  
Bradski G.R., 1998, INTEL TECHNOLOGY J
[5]  
Comaniciu D., 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision, P1197, DOI 10.1109/ICCV.1999.790416
[6]  
Comaniciu D, 2000, PROC CVPR IEEE, P142, DOI 10.1109/CVPR.2000.854761
[7]   Object tracking by the mean-shift of regional color distribution combined with the particle-filter algorithm [J].
Deguchi, K ;
Kawanaka, O ;
Okatani, T .
PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, 2004, :506-509
[8]   CONDENSATION - Conditional density propagation for visual tracking [J].
Isard, M ;
Blake, A .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1998, 29 (01) :5-28
[9]  
ISARD M, 1998, LECT NOTES COMPUTER, V1406, P893, DOI DOI 10.1007/BFB0055711
[10]   Objective evaluation of approaches of skin detection using ROC analysis [J].
Schmugge, Stephen J. ;
Jayaram, Sriram ;
Shin, Min C. ;
Tsap, Leonid V. .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2007, 108 (1-2) :41-51