Online detection and classification of in-corrected played strokes in table tennis using IR depth camera

被引:7
作者
Hegazy, Habiba [1 ]
Abdelsalam, Mohamed [1 ]
Hussien, Moustafa [1 ]
Elmosalamy, Seif [1 ]
Hassan, Yomna M., I [1 ]
Nabil, Ayman M. [1 ]
Atia, Ayman [2 ,3 ]
机构
[1] Misr Int Univ, Fac Comp Sci, Cairo, Egypt
[2] Helwan Univ, Fac Comp & Artificial Intelligence, Dept Comp Sci, HCI Lab, Helwan, Egypt
[3] October Univ Modern Sci & Arts MSA, 6th Of October City, Egypt
来源
11TH INTERNATIONAL CONFERENCE ON AMBIENT SYSTEMS, NETWORKS AND TECHNOLOGIES (ANT) / THE 3RD INTERNATIONAL CONFERENCE ON EMERGING DATA AND INDUSTRY 4.0 (EDI40) / AFFILIATED WORKSHOPS | 2020年 / 170卷
关键词
Table tennis; stroke detection; stroke classification; hand gestures; IR depth camera; TIME;
D O I
10.1016/j.procs.2020.03.125
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Table tennis is a complex sport with a distinctive style of play. Due to the rising interest in this sport the past years, attempts have been targeted towards enhancing the training experience and quality through various techniques. Technology has been used to support training sessions for table tennis players before, with a focus on players' performance measures rather than technique. In this paper, we propose a methodology based on IR depth camera for detecting and classifying the efficiency of strokes performed by players in order to enhance the training experience. Our system is to based on analyzing depth data collected from IR depth camera and recognized using fastDTW algorithm. The results show an average accuracy of 88% - 100%. This is the first paper to address the usage of IR depth camera on the table tennis player to detect and classify the strokes played. (C) 2020 The Authors. Published by Elsevier B.V.
引用
收藏
页码:555 / 562
页数:8
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