Recognition of Dynamic Hand Gesture Based on SCHMM Model

被引:3
|
作者
Tan, Wenjun [1 ]
Wu, Chengdong [1 ]
Zhao, Shuying [1 ]
Chen, Shuo [1 ]
机构
[1] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110004, Peoples R China
来源
CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS | 2009年
关键词
Gesture Recognition; SCHMM; Human-computer Interaction;
D O I
10.1109/CCDC.2009.5192851
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Dynamic gesture recognition is a key issue for visual gesture-based human-computer interaction. In this paper, a dynamic gesture recognition method is proposed based on SCHMM to solve the problem, which DHMM method is high speed and low rate and CHMM method is low speed and high rate. And the gesture clustering analysis, Baum-Welch algorithm of parametric estimation and Viterbi recognition algorithm is studied. Experiment result is given to show the balance performance of recognition rate and speed and the algorithm is satisfied for applications.
引用
收藏
页码:2430 / 2434
页数:5
相关论文
共 50 条
  • [41] An improved HMM/SVM dynamic hand gesture recognition algorithm
    Zhang Yi
    Yao Yuanyuan
    Luo Yuan
    AOPC 2015: ADVANCED DISPLAY TECHNOLOGY; AND MICRO/NANO OPTICAL IMAGING TECHNOLOGIES AND APPLICATIONS, 2015, 9672
  • [42] Vision based hand gesture recognition for human computer interaction: a survey
    Siddharth S. Rautaray
    Anupam Agrawal
    Artificial Intelligence Review, 2015, 43 : 1 - 54
  • [43] Design of Human Machine Interactive System based on Hand Gesture recognition
    Ji, Xiaofei
    Wang, Zhibo
    Zhang, Xu
    2019 6TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE 2019), 2019, : 250 - 253
  • [44] Dynamic Hand Gesture Recognition Using Multi-Branch Attention Based Graph and General Deep Learning Model
    Miah, Abu Saleh Musa
    Hasan, Md Al Mehedi
    Shin, Jungpil
    IEEE ACCESS, 2023, 11 : 4703 - 4716
  • [45] A Novel Hand Gesture Recognition Based on High-Level Features
    Li, Jing
    Wang, Jianxin
    Ju, Zhaojie
    INTERNATIONAL JOURNAL OF HUMANOID ROBOTICS, 2018, 15 (02)
  • [46] Human Computer Interaction for Vision Based Hand Gesture Recognition : A Survey
    Hasan, Haitham
    Kareem, S. Abdul
    2012 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER SCIENCE APPLICATIONS AND TECHNOLOGIES (ACSAT), 2012, : 55 - 60
  • [47] Vision based hand gesture recognition for human computer interaction: a survey
    Rautaray, Siddharth S.
    Agrawal, Anupam
    ARTIFICIAL INTELLIGENCE REVIEW, 2015, 43 (01) : 1 - 54
  • [48] A Proposal for MMG-based Hand Gesture Recognition
    Yamakawa, Shumpei
    Nojima, Takuya
    ADJUNCT PROCEEDINGS OF THE 25TH ANNUAL ACM SYMPOSIUM ON USER INTERFACE SOFTWARE AND TECHNOLOGY, 2012, : 89 - 90
  • [49] Hand gesture recognition based on convolutional neural networks
    Hu, Yu-lu
    Wang, Lian-ming
    LIDAR IMAGING DETECTION AND TARGET RECOGNITION 2017, 2017, 10605
  • [50] Design of control system based on hand gesture recognition
    Song, Shining
    Yan, Dongsong
    Xie, Yongjun
    2018 IEEE 15TH INTERNATIONAL CONFERENCE ON NETWORKING, SENSING AND CONTROL (ICNSC), 2018,