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
  • [31] Optimal motion parameters and structures estimation of a rigid object from a monocular image sequence
    Ouyang, GH
    Sun, JX
    WAng, XH
    Li, H
    Zhong, S
    ULTRAHIGH- AND HIGH-SPEED PHOTOGRAPHY AND IMAGE-BASED MOTION MEASUREMENT, 1997, 3173 : 395 - 406
  • [32] Articulated joint estimation from motion using two monocular images
    Zhang, XY
    Liu, YC
    Huang, TS
    PATTERN RECOGNITION LETTERS, 2004, 25 (10) : 1097 - 1106
  • [33] Full Body Motion Tracking in Monocular Images Using Particle Swarm Optimization
    Rymut, Boguslaw
    Krzeszowski, Tomasz
    Kwolek, Bogdan
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT I, 2012, 7267 : 600 - 607
  • [34] Compensation technique for the intrinsic error in ultrasound motion estimation using a speckle tracking method
    Taki, Hirofumi
    Yamakawa, Makoto
    Shiina, Tsuyoshi
    Sato, Toru
    JAPANESE JOURNAL OF APPLIED PHYSICS, 2015, 54 (07)
  • [35] Dual Generative Models for Human Motion Estimation from an Uncalibrated Monocular Camera
    Zhang, Xin
    Fan, Guoliang
    19TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOLS 1-6, 2008, : 1974 - 1977
  • [36] Monocular 3D Tracking of Articulated Human Motion in Silhouette and Pose Manifolds
    Feng Guo
    Gang Qian
    EURASIP Journal on Image and Video Processing, 2008
  • [37] Monocular vision-based structural out-of-plane motion estimation using a deep learning method
    Gao, Xiang
    Ji, Xiaodong
    Sun, Tianwei
    Yu, Yue
    Zhang, Shaohui
    ENGINEERING STRUCTURES, 2024, 320
  • [38] Monocular tracking of 3D human motion with a coordinated mixture of factor analyzers
    Li, Rui
    Yang, Ming-Hsuan
    Sclaroff, Stan
    Tian, Tai-Peng
    COMPUTER VISION - ECCV 2006, PT 2, PROCEEDINGS, 2006, 3952 : 137 - 150
  • [39] Temporal motion models for monocular and multiview 3D human body tracking
    Urtasun, Raquel
    Fleet, David J.
    Fua, Pascal
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2006, 104 (2-3) : 157 - 177
  • [40] Monocular 3D Tracking of Articulated Human Motion in Silhouette and Pose Manifolds
    Guo, Feng
    Qian, Gang
    EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2008, 2008 (1)