Estimation of Overlapped Tactical Actions from Soccer Match Video

Kento Kuroda, Ikuma Uchida, Keisuke Fujii, Yoshinari Kameda

2024

Abstract

In a soccer match, there may be overlaps of tactical actions performed at a certain point in time, because two teams take different tactical actions and each tactical action has no clear temporal boundary. In this study, we propose a new method for the estimation of overlapped tactical actions from soccer match videos. We enable the estimation of overlapped tactical actions considering exclusive relationships. We achieve this by having the deep learning model learn all tactical actions simultaneously. We validate this method using data from 10 matches. We succeeded in expressing the tactical actions performed at a given time in terms of the strength of several tactical actions.

Paper Citation

in Harvard Style

Kuroda K., Uchida I., Fujii K. and Kameda Y. (2024). Estimation of Overlapped Tactical Actions from Soccer Match Video. In Proceedings of the 12th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS; ISBN 978-989-758-719-1, SciTePress, pages 257-264. DOI: 10.5220/0013066300003828

in Bibtex Style

@conference{icsports24,
author={Kento Kuroda and Ikuma Uchida and Keisuke Fujii and Yoshinari Kameda},
title={Estimation of Overlapped Tactical Actions from Soccer Match Video},
booktitle={Proceedings of the 12th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS},
year={2024},
pages={257-264},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013066300003828},
isbn={978-989-758-719-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 12th International Conference on Sport Sciences Research and Technology Support - Volume 1: icSPORTS
TI - Estimation of Overlapped Tactical Actions from Soccer Match Video
SN - 978-989-758-719-1
AU - Kuroda K.
AU - Uchida I.
AU - Fujii K.
AU - Kameda Y.
PY - 2024
SP - 257
EP - 264
DO - 10.5220/0013066300003828
PB - SciTePress