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
  • [21] Multimodal Fusion-GMM based Gesture Recognition for Smart Home by WiFi Sensing
    Ding, Jianyang
    Wang, Yong
    Si, Hongyan
    Ma, Jiannan
    He, Jingwen
    Liang, Kai
    Fu, Shaozhong
    2022 IEEE 95TH VEHICULAR TECHNOLOGY CONFERENCE (VTC2022-SPRING), 2022,
  • [22] A Hybrid Multimodal Fusion Framework for sEMG-ACC-Based Hand Gesture Recognition
    Duan, Shengcai
    Wu, Le
    Xue, Bo
    Liu, Aiping
    Qian, Ruobing
    Chen, Xun
    IEEE SENSORS JOURNAL, 2023, 23 (03) : 2773 - 2782
  • [23] Choquet Integral on Multisets
    Narukawa, Yasuo
    Torra, Vicenc
    INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS, PT I, 2014, 442 : 276 - 283
  • [24] CHOQUET INTEGRAL IN CAPACITY
    Gal, Sorin G.
    REAL ANALYSIS EXCHANGE, 2018, 43 (02) : 263 - 279
  • [25] The balancing Choquet integral
    Mesiarova-Zemankova, A.
    Mesiar, R.
    Ahmad, K.
    FUZZY SETS AND SYSTEMS, 2010, 161 (17) : 2243 - 2255
  • [26] Extending the Choquet integral
    Rossi, Giovanni
    NEW DIMENSIONS IN FUZZY LOGIC AND RELATED TECHNOLOGIES, VOL I, PROCEEDINGS, 2007, : 273 - 280
  • [27] Deep Dynamic Neural Networks for Multimodal Gesture Segmentation and Recognition
    Wu, Di
    Pigou, Lionel
    Kindermans, Pieter-Jan
    Nam Do-Hoang Le
    Shao, Ling
    Dambre, Joni
    Odobez, Jean-Marc
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2016, 38 (08) : 1583 - 1597
  • [28] Approximation of Fuzzy Neural Networks Based on Choquet Integral
    Cao, Shan
    2015 12th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), 2015, : 35 - 38
  • [29] A Cosine Similarity Measure Based on the Choquet Integral for Intuitionistic Fuzzy Sets and Its Applications to Pattern Recognition
    Olgun, Murat
    Turkarslan, Ezgi
    Unver, Mehmet
    Ye, Jun
    INFORMATICA, 2021, 32 (04) : 849 - 864
  • [30] Parameter Measurement Fusion Algorithm Based on Choquet Integral
    Liu, Xuezhen
    Yue, Shihong
    Zhai, Lusheng
    2021 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE (I2MTC 2021), 2021,