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...
Autores principales: | , , , |
---|---|
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 |