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
  • [21] Hand Gesture Recognition by Accelerometer-Based Cluster Dynamic Time Warping
    王琳琳
    夏侯士戟
    Journal of Donghua University(English Edition), 2017, 34 (04) : 551 - 555
  • [22] Model-based articulated hand motion tracking for gesture recognition
    Lien, CC
    Huang, CL
    IMAGE AND VISION COMPUTING, 1998, 16 (02) : 121 - 134
  • [23] Hand gesture recognition using subunit-based dynamic time warping
    Wang, Yanrung
    Shimada, Atsushi
    Yamashita, Takayoshi
    Taniguchi, Rin-ichiro
    PROCEEDINGS OF THE EIGHTEENTH INTERNATIONAL SYMPOSIUM ON ARTIFICIAL LIFE AND ROBOTICS (AROB 18TH '13), 2013, : 480 - 483
  • [24] LSTM-based dynamic probability continuous hand gesture trajectory recognition
    Jian, Chengfeng
    Li, Junjie
    Zhang, Meiyu
    IET IMAGE PROCESSING, 2019, 13 (12) : 2314 - 2320
  • [25] Depth matrix and adaptive Bayes classifier based dynamic hand gesture recognition
    Kane, Lalit
    Khanna, Pritee
    PATTERN RECOGNITION LETTERS, 2019, 120 : 24 - 30
  • [26] A lightweight GRU-based gesture recognition model for skeleton dynamic graphs
    Ni, Jianjun
    Wang, Yongchun
    Tang, Guangyi
    Cao, Weidong
    Yang, Simon X.
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (27) : 70545 - 70570
  • [27] A Multimodal Dynamic Hand Gesture Recognition Based on Radar-Vision Fusion
    Liu, Haoming
    Liu, Zhenyu
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2023, 72
  • [28] CNN plus RNN Depth and Skeleton based Dynamic Hand Gesture Recognition
    Lai, Kenneth
    Yanushkevich, Svetlana N.
    2018 24TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2018, : 3451 - 3456
  • [29] Hand gesture recognition based on fingertip detection
    Meng, Guoqing
    Wang, Mei
    2013 FOURTH GLOBAL CONGRESS ON INTELLIGENT SYSTEMS (GCIS), 2013, : 107 - 111
  • [30] Hand gesture recognition based on depth map
    Sykora, P.
    Kamencay, P.
    Zachariasova, M.
    Hudec, R.
    2014 ELEKTRO, 2014, : 109 - 112
12345