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Automatic extraction of golf swing features using a single Kinect

단일 키넥트를 이용한 골프 스윙 특징의 자동 추출

  • Received : 2014.10.29
  • Accepted : 2014.12.21
  • Published : 2014.12.31

Abstract

In this paper, I propose an automatic extraction method of golf swing features using a practical TOF camera Kinect. I extracted 7 key swing frames and features using joints and depth information from a Kinect. I tested the proposed method on 50 swings from 10 players and showed the performace. It is meaningful that 3D swing features are extracted automatically using an inexpensive and simple system and specific numerical feature values can be used for the building of automatic swing analysis system.

본 논문에서는 실용적인 TOF 카메라인 키넥트(Kinect) 한 대를 이용하여 골프 스윙의 자동 분석에 필요한 스윙 특징들을 자동 추출하는 효율적인 방법을 제안하였다. 제안한 방법은 키넥트가 제공하는 관절정보와 깊이(Depth) 정보를 이용하여, 골프스윙에서 중요한 7개의 키프레임과 각 키프레임에서 중요한 스윙특징들을 자동 추출한다. 10명의 골퍼들로부터 구한 50회의 스윙데이터에 대하여 성능을 확인 하였다. 제안한 방법은 설치가 간단하면서도 비용이 저렴한 환경에서 의미 있는 3차원 골프스윙 특징 추출이 가능하고, 구체적인 수치 값을 자동으로 제시하므로 실제적인 자가 스윙분석 시스템 개발에 사용될 수 있다는 점에서 의의가 있다.

Keywords

References

  1. Pyeoung-Kee Kim, "Feature Extraction for Automatic Golf Swing Analysis by Image Processing," Journal of the Korea society of computer and information , Vol. 11, No. 5, pp.53-58, Nov. 2006.
  2. Kajiro Watanabe and Masaki Hokari, "Kinematical Analysis and Measurement of Sports Form," IEEE Transaction on Systems, Man, and Cybernetics, Vol. 36, No. 3, pp.549-557, March 2006. https://doi.org/10.1109/TSMCA.2005.855777
  3. Young-Bom Park, "Design and Implementation of the Golf Swing Analysis System through Captured Motion Picture ," The KIPS transactions. Part B, Vol. 9B, No. 4, pp.453-458, April 2002. https://doi.org/10.3745/KIPSTB.2002.9B.4.453
  4. Hong-Ro Lee et al., "Tracking Algorithm For Golf Swing Using the Information of Pixels and Movements," The KIPS transactions. Part B, Vol. 12B, No. 5, pp.561- 566, May 2005. https://doi.org/10.3745/KIPSTB.2005.12B.5.561
  5. Zhang L et al., "A Kinect Based Golf Swing Recognition and Segmentation System," LNCS 7719, pp.843-847, 2013.
  6. JunWook Park et al., "Golf Swing Classification Using Fuzzy System," Journal of Broadcast Engineering, Vol. 18, No. 3, pp.380-392, May 2013. https://doi.org/10.5909/JBE.2013.18.3.380
  7. Patria A. Hume et al., "The Role of Biomechnics in Maximizing Distance and Accuracy of Golf Shots," Sports Medicine, Vol. 35, No. 5, pp. 429-449, May 2005. https://doi.org/10.2165/00007256-200535050-00005
  8. Nils Betzler et al., "3D Motion Analysis of Golf Swings," Proc. 9th Symposium on 3D Analysis of HumanBody, 2006.
  9. Ibrahim Karliga and Jenq-Neng Hwang, "Analyzing Human Body 3-D Motion of Golf Swing From Single-Camera Video Sequences," Proceedings of ICASSP, pp. V493-V496, 2006
  10. Raquel Urtasun et al., "Monocular 3-D Tracking of the Golf Swing," CVPR 2, pp.932-938, 2005.
  11. Nicolas Gehrig et. al, "Visual Golf Club Tracking for Enhanced Swing Analysis," BMVC, 2003.
  12. Aimee Smith et al., "Professional Golf Coaches' Perception of the Key Technical Parameters in the Golf Swing," 9th ISEA, pp.224-229, 2012.
  13. W.S. Chong et al., "A Quantitative Evaluation of Golf Swing," Proceedings of IEEE IES, pp.2052-2057, 2004.
  14. SeungWon Yu, "The Kinematic Analysis of the Trunk Swing for Golf Swing Drill ," Korea sport research, Vol. 18, No. 4, pp. 53-60, April 2007.
  15. KyungIl Lee and JangJin Park, "The Kinematic Analysis of Golf Swing by Amateur Female Golfers" Korean Society of Sport and Leisure Studies, Vol. 28, pp. 349-362, 2006.
  16. JongHun Lee, "The Kinetic analysis of swing motion for golfers," Korean Society of School Physical Education, Vol. 10, pp.87-96, 2000.
  17. SunJung Kim et al., "A Comparative Study of Kinematic Variables Related with Address and Impact in Golf Driver Swing," Korean Society of Sport and Leisure Studies, Vol. 17, pp.145-158, May 2002.
  18. Shung-Hyu Shin and Seok-Kon Ko, "A Kinematic analysis of Golf Swing Motion," Korean Journal of Biomechanics, Vol. 13, No. 2, pp.101-114, Feburary 2003. https://doi.org/10.5103/KJSB.2003.13.2.101
  19. Pyeoung-Kee Kim, "Automatic analysis of golf swing from single-camera video sequences," Journal of Korean Industrial Information Systems Society, Vol. 14, No. 5, pp.139-148, December 2009.
  20. http://www.microsoft.com/en-us/kinectforwindows/meetkinect/features.aspx.

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