Development of Pattern Recognition Methods for Golf Swing Motion Analysis

被引:0
|
作者
Eskofier, Bjoern M. [1 ]
Tuexen, Sandra [1 ]
Kugler, Patrick F. [1 ]
Jensen, Ulf [1 ]
Wright, Ian [2 ]
机构
[1] Univ Erlangen Nurnberg, Digital Sports Grp, Pattern Recognit Lab, Erlangen, Germany
[2] TaylorMade Adidas Golf, Carlsbad, CA USA
关键词
TaylorMade MAT-T (TM); golf swing analysis; biomechanical data classification; feature extraction; pattern recognition; ELECTROMYOGRAPHIC ANALYSIS; MUSCLES;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The golf swing is one of the most complex movement sequences in any sports. Even human experts can be overwhelmed by the amount of details that have to be taken into account for its analysis. We present a novel pattern recognition approach that can help in this analysis by automatically and robustly evaluating even tiny swing differences. Our approach is based on the accurate 3D spatiotemporal information about the posture of the golfer and the position of the club that the TaylorMade MAT-T (TM) motion-capture based swing measurement system provides. Golf club fitting experts have been using these systems throughout the last decade and have captured more than 500 000 swings worldwide. Based on the positional data contained in this unique database, we developed a feature description of the golf swing with the goal of classifying even small differences between groups of players. In this manuscript, we show the results of the application of several classifiers to two selected problems of group classification. The presented system can be used for example to distinguish expert from novice players. The information that is calculated by our software tool can substantially support the process of golf club fitting and furthermore assist coaches and golfers to improve performance.
引用
收藏
页码:71 / 75
页数:5
相关论文
共 50 条
  • [41] ELECTROMYOGRAPHIC ANALYSIS OF THE HIP AND KNEE DURING THE GOLF SWING
    BECHLER, JR
    JOBE, FW
    PINK, M
    PERRY, J
    RUWE, PA
    CLINICAL JOURNAL OF SPORT MEDICINE, 1995, 5 (03): : 162 - 166
  • [42] Smart motion reconstruction system for golf swing: a DBN model based transportable, non-intrusive and inexpensive golf swing capture and reconstruction system
    Lv, Dongyue
    Huang, Zhipei
    Sun, Lixin
    Yu, Nenghai
    Wu, Jiankang
    MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (01) : 1313 - 1330
  • [43] The required number of trials for biomechanical analysis of a golf swing
    Severin, Anna C.
    Barnes, Sally G.
    Tackett, Stewart A.
    Barnes, C. Lowry
    Mannen, Erin M.
    SPORTS BIOMECHANICS, 2021, 20 (02) : 238 - 246
  • [44] The Development and Validation of a Golf Swing and Putt Skill Assessment for Children
    Barnett, Lisa M.
    Hardy, Louise L.
    Brian, Ali S.
    Robertson, Sam
    JOURNAL OF SPORTS SCIENCE AND MEDICINE, 2015, 14 (01) : 147 - 154
  • [45] Smart motion reconstruction system for golf swing: a DBN model based transportable, non-intrusive and inexpensive golf swing capture and reconstruction system
    Dongyue Lv
    Zhipei Huang
    Lixin Sun
    Nenghai Yu
    Jiankang Wu
    Multimedia Tools and Applications, 2017, 76 : 1313 - 1330
  • [46] Use of Optical Motion Capture in Sports Science: A case study of Golf Swing
    Noiumkar, Siriporn
    Tirakoat, Suwich
    2013 INTERNATIONAL CONFERENCE ON INFORMATICS AND CREATIVE MULTIMEDIA (ICICM), 2013, : 310 - 313
  • [47] A new golf swing robot to simulate human skill-accuracy improvement of swing motion by learning control
    Ming, A
    Kajitani, M
    MECHATRONICS, 2003, 13 (8-9) : 809 - 823
  • [48] Motion control of golf swing robot based on dynamically-coupled driving
    Maruyama, Tomoari
    Xu, Chunquan
    Ming, Aiguo
    Shimojo, Makoto
    2005 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, 2006, : 77 - +
  • [49] Simulating Feasibility Assessment of the Golf Swing by Kinect Motion-Sensing Photography
    Ku, Hao-Hsiang
    Wang, Wen-Cheng
    Ti, Yen-Wu
    SENSORS AND MATERIALS, 2016, 28 (06) : 725 - 737
  • [50] Comparison of Two- and Three-Dimensional Methods for Analysis of Trunk Kinematic Variables in the Golf Swing
    Smith, Aimee C.
    Roberts, Jonathan R.
    Wallace, Eric S.
    Kong, Pui
    Forrester, Stephanie E.
    JOURNAL OF APPLIED BIOMECHANICS, 2016, 32 (01) : 23 - 31