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Authors: Tatsuya Nakamura and Katsuto Nakajima

Affiliation: Department of Information Systems and Multimedia Design, Tokyo Denki University, Tokyo, Japan

Keyword(s): Player Tracking, Player Identification, Digit Recognition, One-Shot Learning.

Abstract: In this paper, we propose a method to identify and track only a specific player out of a number of players wearing the same jersey in the video sequence of a soccer broadcast to make a summary video focusing on the plays of the specific player. In a soccer broadcast, it is not easy to track a specific player because many players on both teams come and go and move across the field. Therefore, we devised a method to overcome this difficulty by combining multiple machine-learning techniques, such as deep neural networks. Our evaluation was conducted for nine players in three different positions and wearing three different color jerseys, and it is shown that although there is room for improvement on the recall, our proposed method can successfully track specific players with a precision of over 90%.

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Paper citation in several formats:
Nakamura, T. and Nakajima, K. (2020). Who Is Your Favourite Player? Specific Player Tracking in Soccer Broadcast. In Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2020) - Volume 4: VISAPP; ISBN 978-989-758-402-2; ISSN 2184-4321, SciTePress, pages 733-740. DOI: 10.5220/0008910807330740

@conference{visapp20,
author={Tatsuya Nakamura. and Katsuto Nakajima.},
title={Who Is Your Favourite Player? Specific Player Tracking in Soccer Broadcast},
booktitle={Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2020) - Volume 4: VISAPP},
year={2020},
pages={733-740},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0008910807330740},
isbn={978-989-758-402-2},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2020) - Volume 4: VISAPP
TI - Who Is Your Favourite Player? Specific Player Tracking in Soccer Broadcast
SN - 978-989-758-402-2
IS - 2184-4321
AU - Nakamura, T.
AU - Nakajima, K.
PY - 2020
SP - 733
EP - 740
DO - 10.5220/0008910807330740
PB - SciTePress

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