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http://dx.doi.org/10.9708/jksci.2014.19.12.197

Automatic extraction of golf swing features using a single Kinect  

Kim, Pyeoung-Kee (Dept. of IT, Silla University)
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.
Keywords
Kinect; Automatic Extraction of Golf Swing Feature; Key Frame;
Citations & Related Records
Times Cited By KSCI : 6  (Citation Analysis)
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1 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.
2 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.
3 JongHun Lee, "The Kinetic analysis of swing motion for golfers," Korean Society of School Physical Education, Vol. 10, pp.87-96, 2000.
4 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.
5 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.   DOI   ScienceOn
6 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.   과학기술학회마을
7 http://www.microsoft.com/en-us/kinectforwindows/meetkinect/features.aspx.
8 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.   과학기술학회마을
9 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.   DOI   ScienceOn
10 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.   DOI   ScienceOn
11 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.   DOI   ScienceOn
12 Zhang L et al., "A Kinect Based Golf Swing Recognition and Segmentation System," LNCS 7719, pp.843-847, 2013.
13 JunWook Park et al., "Golf Swing Classification Using Fuzzy System," Journal of Broadcast Engineering, Vol. 18, No. 3, pp.380-392, May 2013.   과학기술학회마을   DOI   ScienceOn
14 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.   DOI   ScienceOn
15 Nils Betzler et al., "3D Motion Analysis of Golf Swings," Proc. 9th Symposium on 3D Analysis of HumanBody, 2006.
16 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
17 Raquel Urtasun et al., "Monocular 3-D Tracking of the Golf Swing," CVPR 2, pp.932-938, 2005.
18 Nicolas Gehrig et. al, "Visual Golf Club Tracking for Enhanced Swing Analysis," BMVC, 2003.
19 Aimee Smith et al., "Professional Golf Coaches' Perception of the Key Technical Parameters in the Golf Swing," 9th ISEA, pp.224-229, 2012.
20 W.S. Chong et al., "A Quantitative Evaluation of Golf Swing," Proceedings of IEEE IES, pp.2052-2057, 2004.