Volume 7 Number 3 (Mar. 2012)
Home > Archive > 2012 > Volume 7 Number 3 (Mar. 2012) >
JCP 2012 Vol.7(3): 730-735 ISSN: 1796-203X
doi: 10.4304/jcp.7.3.730-735

3D Hand Motion Tracking Using Improved Hidden Markov Model of Behavior

Wei Gai, Zhiquan Feng, Bo Yang, Yan Lin, Xianhui Song
School of Information Science and Engineering, University of Jinan Shandong Provincial Key Laboratory of Network based Intelligent Computing Shandong, 250022, China
Abstract—We present a novel approach for 3D hand motion tracking of stage characteristics as observed in cognitive psychology. A Hidden Markov Model acquired in humancomputer interaction is used to represent the high-level structure of gestures reduce the dimensionality of the search space. The estimation of hand gestures is handled by combing the model and particle filter. The sampling is introduced PERM instead of standard re-sampling to compensate the error caused by the observation model. The simulated experiment demonstrates significant improvements in tracking speed and robustness over comparison methods.

Index Terms—Hidden Markov Model, cognitive psychology, PERM, human hand tracking.

[PDF]

Cite: Wei Gai, Zhiquan Feng, Bo Yang, Yan Lin, Xianhui Song, "3D Hand Motion Tracking Using Improved Hidden Markov Model of Behavior," Journal of Computers vol. 7, no. 3, pp. 730-735, 2012.

General Information

ISSN: 1796-203X
Abbreviated Title: J.Comput.
Frequency: Bimonthly
Editor-in-Chief: Prof. Liansheng Tan
Executive Editor: Ms. Nina Lee
Abstracting/ Indexing: DBLP, EBSCO,  ProQuest, INSPEC, ULRICH's Periodicals Directory, WorldCat,etc
E-mail: jcp@iap.org
  • Nov 14, 2019 News!

    Vol 14, No 11 has been published with online version   [Click]

  • Mar 20, 2020 News!

    Vol 15, No 2 has been published with online version   [Click]

  • Dec 16, 2019 News!

    Vol 14, No 12 has been published with online version   [Click]

  • Sep 16, 2019 News!

    Vol 14, No 9 has been published with online version   [Click]

  • Aug 16, 2019 News!

    Vol 14, No 8 has been published with online version   [Click]

  • Read more>>