Cargando…

Future Prediction of Shuttlecock Trajectory in Badminton Using Player’s Information

Video analysis has become an essential aspect of net sports, such as badminton. Accurately predicting the future trajectory of balls and shuttlecocks can significantly benefit players by enhancing their performance and enabling them to devise effective game strategies. This paper aims to analyze dat...

Descripción completa

Detalles Bibliográficos
Autores principales: Nokihara, Yuka, Hachiuma, Ryo, Hori, Ryosuke, Saito, Hideo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10219238/
https://www.ncbi.nlm.nih.gov/pubmed/37233318
http://dx.doi.org/10.3390/jimaging9050099
_version_ 1785048961895104512
author Nokihara, Yuka
Hachiuma, Ryo
Hori, Ryosuke
Saito, Hideo
author_facet Nokihara, Yuka
Hachiuma, Ryo
Hori, Ryosuke
Saito, Hideo
author_sort Nokihara, Yuka
collection PubMed
description Video analysis has become an essential aspect of net sports, such as badminton. Accurately predicting the future trajectory of balls and shuttlecocks can significantly benefit players by enhancing their performance and enabling them to devise effective game strategies. This paper aims to analyze data to provide players with an advantage in the fast-paced rallies of badminton matches. The paper delves into the innovative task of predicting future shuttlecock trajectories in badminton match videos and presents a method that takes into account both the shuttlecock position and the positions and postures of the players. In the experiments, players were extracted from the match video, their postures were analyzed, and a time-series model was trained. The results indicate that the proposed method improved accuracy by 13% compared to methods that solely used shuttlecock position information as input, and by 8.4% compared to methods that employed both shuttlecock and player position information as input.
format Online
Article
Text
id pubmed-10219238
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-102192382023-05-27 Future Prediction of Shuttlecock Trajectory in Badminton Using Player’s Information Nokihara, Yuka Hachiuma, Ryo Hori, Ryosuke Saito, Hideo J Imaging Article Video analysis has become an essential aspect of net sports, such as badminton. Accurately predicting the future trajectory of balls and shuttlecocks can significantly benefit players by enhancing their performance and enabling them to devise effective game strategies. This paper aims to analyze data to provide players with an advantage in the fast-paced rallies of badminton matches. The paper delves into the innovative task of predicting future shuttlecock trajectories in badminton match videos and presents a method that takes into account both the shuttlecock position and the positions and postures of the players. In the experiments, players were extracted from the match video, their postures were analyzed, and a time-series model was trained. The results indicate that the proposed method improved accuracy by 13% compared to methods that solely used shuttlecock position information as input, and by 8.4% compared to methods that employed both shuttlecock and player position information as input. MDPI 2023-05-11 /pmc/articles/PMC10219238/ /pubmed/37233318 http://dx.doi.org/10.3390/jimaging9050099 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Nokihara, Yuka
Hachiuma, Ryo
Hori, Ryosuke
Saito, Hideo
Future Prediction of Shuttlecock Trajectory in Badminton Using Player’s Information
title Future Prediction of Shuttlecock Trajectory in Badminton Using Player’s Information
title_full Future Prediction of Shuttlecock Trajectory in Badminton Using Player’s Information
title_fullStr Future Prediction of Shuttlecock Trajectory in Badminton Using Player’s Information
title_full_unstemmed Future Prediction of Shuttlecock Trajectory in Badminton Using Player’s Information
title_short Future Prediction of Shuttlecock Trajectory in Badminton Using Player’s Information
title_sort future prediction of shuttlecock trajectory in badminton using player’s information
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10219238/
https://www.ncbi.nlm.nih.gov/pubmed/37233318
http://dx.doi.org/10.3390/jimaging9050099
work_keys_str_mv AT nokiharayuka futurepredictionofshuttlecocktrajectoryinbadmintonusingplayersinformation
AT hachiumaryo futurepredictionofshuttlecocktrajectoryinbadmintonusingplayersinformation
AT horiryosuke futurepredictionofshuttlecocktrajectoryinbadmintonusingplayersinformation
AT saitohideo futurepredictionofshuttlecocktrajectoryinbadmintonusingplayersinformation