Multimodal Gesture Recognition Based on Choquet Integral

被引:0
|
作者
Hirota, K. [1 ]
Vu, H. A. [1 ]
Le, P. Q. [1 ]
Fatichah, C. [1 ]
Liu, Z. [1 ]
Tang, Y. [1 ]
Tangel, M. L. [1 ]
Mu, Z. [1 ]
Sun, B. [1 ]
Yan, F. [1 ]
Masano, D. [1 ]
Thet, O. [1 ]
Yamaguchi, M. [1 ]
Dong, F. [1 ]
Yamazaki, Y. [2 ]
机构
[1] Tokyo Inst Technol, Dept Computat Intelligence & Syst Sci, Yokohama, Kanagawa 227, Japan
[2] Kanto Gakuin Univ, Dept Electr Electron & Informat Engn, Yokohama, Kanagawa, Japan
来源
IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ 2011) | 2011年
关键词
Gesture Recognition; Sensor Fusion; Choquet Integral; Human-Robot Interaction; 3D Accelerometer;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A multimodal gesture recognition method is proposed based on Choquet integral by fusing information from camera and 3D accelerometer data. By calculating the optimal fuzzy measures for the camera recognition module and the accelerometer recognition module, the proposal obtains enough recognition rate 92.7% in average for 8 types of gestures by improving the recognition rate approximate 20% compared to that of each module. The proposed method aims to realize the casual communication from humans to robots by integrating nonverbal gesture messages and verbal messages.
引用
收藏
页码:772 / 776
页数:5
相关论文
共 50 条
  • [31] A nonlinear regression model based on Choquet integral with ε-measure
    Liu, H. -C.
    Lin, W. C.
    Chang, K. Y.
    Weng, W. -S.
    2007 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1-4, 2007, : 2020 - +
  • [32] A Methodological Approach Based on the Choquet Integral for Sustainable Valuations
    Tajani, Francesco
    Sica, Francesco
    Guarini, Maria Rosaria
    Morano, Pierluigi
    Ranieri, Rossana
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2022 WORKSHOPS, PART V, 2022, 13381 : 3 - 14
  • [33] Choquet-integral-based Evaluations by Fuzzy Rules
    Takahagi, Eiichiro
    PROCEEDINGS OF THE JOINT 2009 INTERNATIONAL FUZZY SYSTEMS ASSOCIATION WORLD CONGRESS AND 2009 EUROPEAN SOCIETY OF FUZZY LOGIC AND TECHNOLOGY CONFERENCE, 2009, : 843 - 848
  • [34] Appearance-based Human Gesture Recognition using Multimodal Features for Human Computer Interaction
    Luo, Dan
    Gao, Hua
    Ekenel, Hazim Kemal
    Ohya, Jun
    HUMAN VISION AND ELECTRONIC IMAGING XVI, 2011, 7865
  • [35] Fault Diagnosis of ERT System Based on Choquet Integral
    Li, Kun
    Yue, Shihong
    Dong, Fanpeng
    Xu, Ying
    2023 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE, I2MTC, 2023,
  • [36] Approximation of fuzzy neural networks based on Choquet integral
    Cao, Shan
    Wang, Yuhuan
    Li, Jun
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2016, 31 (02) : 691 - 698
  • [37] Some properties of Choquet integral based probability functions
    Torra, Vicenc
    ACTA ET COMMENTATIONES UNIVERSITATIS TARTUENSIS DE MATHEMATICA, 2015, 19 (01): : 35 - 47
  • [38] Gesture Recognition Based on Kinect
    Liu, Yunda
    Dong, Min
    Bi, Sheng
    Gao, Dakui
    Jing, Yuan
    Li, Lan
    2016 IEEE INTERNATIONAL CONFERENCE ON CYBER TECHNOLOGY IN AUTOMATION, CONTROL, AND INTELLIGENT SYSTEMS (CYBER), 2016, : 343 - 347
  • [39] DIFFERENT TYPES OF CLASSIFIERS COMBINATION BASED ON CHOQUET INTEGRAL
    Chen, Jun-Fen
    He, Qiang
    Li, Yan
    IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2010), 2010,
  • [40] Link prediction algorithm based on the Choquet fuzzy integral
    Yu, Hong-Tao
    Wang, Shou-Hui
    Ma, Qing-Qing
    INTELLIGENT DATA ANALYSIS, 2016, 20 (04) : 809 - 824