Estimation of hurdle clearance parameters using a monocular human motion tracking method

被引:10
|
作者
Krzeszowski, Tomasz [1 ]
Przednowek, Krzysztof [2 ]
Wiktorowicz, Krzysztof [1 ]
Iskra, Janusz [3 ]
机构
[1] Rzeszow Univ Technol, Fac Elect & Comp Engn, Rzeszow, Poland
[2] Univ Rzeszow, Fac Phys Educ, Rzeszow, Poland
[3] Opole Univ Technol, Fac Phys Educ & Physiotherapy, Opole, Poland
关键词
Hurdle clearance; kinematics parameters; human motion tracking; monocular tracking; particle swarm optimization; CAPTURE;
D O I
10.1080/10255842.2016.1139092
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents a method of monocular human motion tracking for estimation of hurdle clearance kinematic parameters. The analysis involved 10 image sequences of five hurdlers at various training levels. Recording of the sequences was carried out under simulated starting conditions of a 110m hurdle race. The parameters were estimated using the particle swarm optimization algorithm and they are based on analysis of the images recorded with a 100Hz camera. The proposed method does not involve using any special clothes, markers, inertial sensors, etc. As the quality criteria, the mean absolute error and mean relative error were used. The level of computed errors justifies the use of this method to estimate hurdle clearance parameters.
引用
收藏
页码:1319 / 1329
页数:11
相关论文
共 50 条
  • [1] Monocular Tracking of Human Motion in Evaluation of Hurdle Clearance
    Krzeszowski, Tomasz
    Przednowek, Krzysztof
    Iskra, Janusz
    Wiktorowicz, Krzysztof
    SPORTS SCIENCE RESEARCH AND TECHNOLOGY SUPPORT, ICSPORTS 2014, 2015, 556 : 16 - 29
  • [2] Monocular human motion tracking
    Barrón, C
    Kakadiaris, IA
    MULTIMEDIA SYSTEMS, 2004, 10 (02) : 118 - 130
  • [3] Monocular human motion tracking
    C. Barrón
    I. A. Kakadiaris
    Multimedia Systems, 2004, 10 : 118 - 130
  • [4] TRACKING HUMAN MOTION FROM MONOCULAR SEQUENCES
    Snidaro, Lauro
    Foresti, Gian Luca
    Chittaro, Luca
    INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, 2008, 8 (03) : 455 - 471
  • [5] Markerless monocular tracking of articulated human motion
    Liu, Haiying
    Chellappa, Rama
    2007 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL I, PTS 1-3, PROCEEDINGS, 2007, : 693 - +
  • [6] Monocular Human Motion Tracking by Using DE-MC Particle Filter
    Du, Ming
    Nan, Xiaoming
    Guan, Ling
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (10) : 3852 - 3865
  • [7] Monocular human motion tracking with discriminative sparse representation
    Bai, Tianxiang
    Li, Youfu
    Zhou, Xiaolong
    ADVANCED ROBOTICS, 2014, 28 (06) : 403 - 414
  • [8] Lie algebra approach for tracking and 3D motion estimation using monocular vision
    Bayro-Corrochano, Eduardo
    Ortegon-Aguilar, Jaime
    IMAGE AND VISION COMPUTING, 2007, 25 (06) : 907 - 921
  • [9] Tracking using motion estimation
    Al Zuair, Mansour A.
    Al Rashed, Bandar
    2008 INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION ENGINEERING, VOLS 1-3, 2008, : 393 - +
  • [10] Motion parameters estimation for autonomous aircraft from a monocular image sequence
    Hassan, H
    White, BA
    SPACE ROBOTICS (SPRO'98), 1999, : 45 - 50