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Authors: Kento Kuroda 1 ; Ikuma Uchida 1 ; Keisuke Fujii 2 and Yoshinari Kameda 3

Affiliations: 1 Graduate School of Science and Technology, University of Tsukuba, Japan ; 2 Graduate School of Informatics, Nagoya University, Japan ; 3 Center for Computational Sciences, University of Tsukuba, Japan

Keyword(s): Tactical Action, Soccer, Action Estimation.

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.

CC BY-NC-ND 4.0

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Paper citation in several formats:
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 - icSPORTS; ISBN 978-989-758-719-1; ISSN 2184-3201, SciTePress, pages 257-264. DOI: 10.5220/0013066300003828

@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 - icSPORTS},
year={2024},
pages={257-264},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013066300003828},
isbn={978-989-758-719-1},
issn={2184-3201},
}

TY - CONF

JO - Proceedings of the 12th International Conference on Sport Sciences Research and Technology Support - icSPORTS
TI - Estimation of Overlapped Tactical Actions from Soccer Match Video
SN - 978-989-758-719-1
IS - 2184-3201
AU - Kuroda, K.
AU - Uchida, I.
AU - Fujii, K.
AU - Kameda, Y.
PY - 2024
SP - 257
EP - 264
DO - 10.5220/0013066300003828
PB - SciTePress