Detection of Shot Information Using Footwork Trajectory and Skeletal Information of Badminton Players
Naoki Tanaka, Hidehiko Shishido, Masashi Suita, Takeshi Nishijima, Yoshinari Kameda, Itaru Kitahara
2023
Abstract
As video analysis has become important for sports science, various research has been conducted. In badminton, while shot information is essential primary data for performance analysis, it has been input manually, which makes it difficult to give instant feedback onsite. Our research aims to automatically detect shot information from videos of badminton game. By applying video tracking, the player’s footwork trajectory and skeletal information are estimated. Based on the estimated information, the hit timing is detected using deep learning classification. The horizontal position of the hit point, which is useful for game analysis, is also detected from the player’s footwork trajectory around the hit timing.
DownloadPaper Citation
in Harvard Style
Tanaka N., Shishido H., Suita M., Nishijima T., Kameda Y. and Kitahara I. (2023). Detection of Shot Information Using Footwork Trajectory and Skeletal Information of Badminton Players. In Proceedings of the 11th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS; ISBN 978-989-758-673-6, SciTePress, pages 112-119. DOI: 10.5220/0012162700003587
in Bibtex Style
@conference{icsports23,
author={Naoki Tanaka and Hidehiko Shishido and Masashi Suita and Takeshi Nishijima and Yoshinari Kameda and Itaru Kitahara},
title={Detection of Shot Information Using Footwork Trajectory and Skeletal Information of Badminton Players},
booktitle={Proceedings of the 11th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS},
year={2023},
pages={112-119},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012162700003587},
isbn={978-989-758-673-6},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 11th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS
TI - Detection of Shot Information Using Footwork Trajectory and Skeletal Information of Badminton Players
SN - 978-989-758-673-6
AU - Tanaka N.
AU - Shishido H.
AU - Suita M.
AU - Nishijima T.
AU - Kameda Y.
AU - Kitahara I.
PY - 2023
SP - 112
EP - 119
DO - 10.5220/0012162700003587
PB - SciTePress