Reconstruction of 3D Trajectories for Performance Analysis in Table Tennis

被引:9
作者
Tamaki, Sho [1 ]
Saito, Hideo [1 ]
机构
[1] Keio Univ, Grad Sch Sci & Technol, Kohoku Ku, Yokohama, Kanagawa 223, Japan
来源
2013 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW) | 2013年
关键词
SPORTS;
D O I
10.1109/CVPRW.2013.148
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A method of reconstructing the 3D trajectories of a table tennis ball is introduced, which was developed to solve the problem with conventional analysis in table tennis. There are several methods of reconstructing 2D ball trajectories or 3D trajectories of balls heavier than those in table tennis. However, these methods cannot be adopted to reconstruct the 3D trajectories of table tennis balls, because there are problems that are attributed to the dimensions of the trajectories and weight of the balls. The method proposed in this paper could reconstruct the 3D trajectories of a table tennis ball. The key feature of the method is that it approximates that a ball is traveling on tilted planes. This approximation makes reconstruction robust against failure to measure 3D ball positions. A system using two RGB cameras was developed based on the new method. The system experimentally demonstrated that it could provide accurate information for match analysis. A system using an RGB-D camera was then developed to optimize usability for practitioners. We experimentally demonstrated that the system could provide accurate information for service analysis.
引用
收藏
页码:1019 / 1026
页数:8
相关论文
共 15 条
  • [1] [Anonymous], MULTIPLE VIEW GEOMET
  • [2] [Anonymous], 2010, INT J COMPUT SCI SPO
  • [3] [Anonymous], 2006, P IEEE COMPUTER SOC, DOI DOI 10.1109/CVPR.2006.36
  • [4] Chen W, 2006, 2006 IMACS: MULTICONFERENCE ON COMPUTATIONAL ENGINEERING IN SYSTEMS APPLICATIONS, VOLS 1 AND 2, P1896
  • [5] Huang Y., 2008, METHANE GAS HYDRATE, P1
  • [6] The use of performance indicators in performance analysis
    Hughes, MD
    Bartlett, RM
    [J]. JOURNAL OF SPORTS SCIENCES, 2002, 20 (10) : 739 - 754
  • [7] Accuracy and Resolution of Kinect Depth Data for Indoor Mapping Applications
    Khoshelham, Kourosh
    Elberink, Sander Oude
    [J]. SENSORS, 2012, 12 (02) : 1437 - 1454
  • [8] Science and the major racket sports: a review
    Lees, A
    [J]. JOURNAL OF SPORTS SCIENCES, 2003, 21 (09) : 707 - 732
  • [9] Malagoli LanzoniI., 2011, International Journal of Table Tennis Sciences, V7, P71
  • [10] Twenty-five years of sport performance research in the Journal of Sports Sciences
    Nevill, Alan
    Atkinson, Greg
    Hughes, Mike
    [J]. JOURNAL OF SPORTS SCIENCES, 2008, 26 (04) : 413 - 426