Human Motion Recognition Using Ultra-Wideband Radar and Cameras on Mobile Robot

被引:0
|
作者
李团结 [1 ]
盖萌萌 [1 ]
机构
[1] School of Electromechanical Engineering,Xidian University
基金
中国国家自然科学基金;
关键词
ultra-wideband radar; computer vision; pattern recognition; human motion; mobile robot;
D O I
暂无
中图分类号
TP391.41 [];
学科分类号
080203 ;
摘要
Cameras can reliably detect human motions in a normal environment,but they are usually affected by sudden illumination changes and complex conditions,which are the major obstacles to the reliability and robustness of the system.To solve this problem,a novel integration method was proposed to combine bi-static ultra-wideband radar and cameras.In this recognition system,two cameras are used to localize the object’s region,regions while a radar is used to obtain its 3D motion models on a mobile robot.The recognition results can be matched in the 3D motion library in order to recognize its motions.To confirm the effectiveness of the proposed method,the experimental results of recognition using vision sensors and those of recognition using the integration method were compared in different environments.Higher correct-recognition rate is achieved in the experiment.
引用
收藏
页码:381 / 387
页数:7
相关论文
共 50 条
  • [1] Human motion recognition using ultra-wideband radar and cameras on mobile robot
    Li T.
    Ge M.
    Transactions of Tianjin University, 2009, 15 (5) : 381 - 387
  • [2] Human Motion Recognition Using Ultra-Wideband Radar and Cameras on Mobile Robot
    李团结
    盖萌萌
    Transactions of Tianjin University, 2009, 15 (05) : 381 - 387
  • [3] Human Activity Recognition Using UWB Radar and Cameras on a Mobile Robot
    Li, Tuan-Jie
    Ge, Meng-Meng
    Yuan, Gao-Wei
    ICIEA: 2009 4TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-6, 2009, : 3029 - 3033
  • [4] Human–human interaction recognition based on ultra-wideband radar
    Haiping Liu
    Ruixia Yang
    Yang Yang
    Chunping Hou
    Zhiqi Hu
    Tianli Jiang
    Signal, Image and Video Processing, 2020, 14 : 1181 - 1188
  • [5] An Ultra-Wideband Radar System for Through-the-Wall Imaging using a Mobile Robot
    Braga, A. Judson
    Gentile, Camillo
    2009 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, VOLS 1-8, 2009, : 4081 - 4086
  • [6] Human-human interaction recognition based on ultra-wideband radar
    Liu, Haiping
    Yang, Ruixia
    Yang, Yang
    Hou, Chunping
    Hu, Zhiqi
    Jiang, Tianli
    SIGNAL IMAGE AND VIDEO PROCESSING, 2020, 14 (06) : 1181 - 1188
  • [7] A Novel Human Respiration Pattern Recognition Using Signals of Ultra-Wideband Radar Sensor
    Kim, Seong-Hoon
    Geem, Zong Woo
    Han, Gi-Tae
    SENSORS, 2019, 19 (15)
  • [8] Macro-motion Detection Using Ultra-wideband Impulse Radar
    Li, Xin
    Qiao, Dengyu
    Li, Ye
    2014 36TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2014, : 2237 - 2240
  • [9] Hand Gesture Recognition Using Ultra-Wideband Radar with Random Forest
    Li Yao
    Wang, Xin
    He Wentao
    Shi Baodai
    LASER & OPTOELECTRONICS PROGRESS, 2021, 58 (22)
  • [10] Ultra-wideband radar
    Immoreev, I
    Ziganshin, E
    ULTRAWIDEBAND AND ULTRASHORT IMPULSE SIGNALS, PROCEEDINGS, 2004, : 211 - 213