A Kinect-based golf swing classification system using HMM and Neuro-Fuzzy | |
Zhang, Lichao ; Hsieh, Jui-Chien ; Wang, Jiangping ; Zhang LC(张立超) | |
2012 | |
关键词 | Computer science Data processing Fuzzy neural networks Neural networks |
英文摘要 | Conference Name:2012 International Conference on Computer Science and Information Processing, CSIP 2012. Conference Address: Xi'an, Shaanxi, China. Time:August 24, 2012 - August 26, 2012.; Xi'an Technological University; IEEE Xi'an Section; Missouri Western State University; Natl. New Netw. Monit. Control Eng. Lab.; This study displays a method of scoring time-sequential postures of golf swing. Correct posture of golf swing is the most important skill for golfer training. In this paper, firstly, a game controller, Kinect, is used to capture the 3D skeleton coordination of a golfer while swing is performed. Secondly, the time-sequential posture of golf swing features has been extracted. Thirdly, a HMM-NF model is used for scoring, which combines ability of HMM model for temporal data modeling with that of Fuzzy Neural Network for fuzz rule modeling and fuzzy defined in a fuzzy (I am not sure on this!!!). Results have shown that the proposed methods can be implemented to identify and score the golf swing effectively with up to 80% accuracy rate. 漏 2012 IEEE. |
语种 | 英语 |
出处 | http://dx.doi.org/10.1109/CSIP.2012.6309065 |
出版者 | IEEE Computer Society |
内容类型 | 其他 |
源URL | [http://dspace.xmu.edu.cn/handle/2288/86762] ![]() |
专题 | 信息技术-会议论文 |
推荐引用方式 GB/T 7714 | Zhang, Lichao,Hsieh, Jui-Chien,Wang, Jiangping,et al. A Kinect-based golf swing classification system using HMM and Neuro-Fuzzy. 2012-01-01. |
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