| Paper Abstract and Keywords |
| Presentation |
2023-03-17 10:20
A Reaction Interval Estimation Method Based on Recursive Short-term Principal Components Analysis for Skeletal Information of Badminton Players Kana Sagawa, Hidehiko Shishido, Masashi Suita, Itaru Kitahara (Tsukuba Univ.) IMQ2022-66 IE2022-143 MVE2022-96 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Data analysis is becoming increasingly important in the field of competitive sports and games. Our research aims to realize the measurement of the shot reaction interval of badminton players based on time-series 3D skeletal information and investigate effective plays and tactics in situations where game dominance changes by analyzing the measured reaction interval. In the proposed method, the shot reaction interval is estimated using the motion information of a badminton player. A recursive short-term principal component analysis is applied to sequential 3D skeletal information of the athlete to extract features useful for motion analysis. Hit time and reaction time are detected by finding extrema in the first and second principal component scores. The reaction interval for a shot is estimated as the time from the hit time to the reaction time where the player starts moving in response. We applied the proposed method to the 3D skeletal information of a badminton player and confirmed that the reaction interval can be estimated. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Badminton / Reaction Interval Estimation, / Sequential 3D Skeletal Information / Recursive Short-Term Principal Component Analysis / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 440, MVE2022-96, pp. 229-234, March 2023. |
| Paper # |
MVE2022-96 |
| Date of Issue |
2023-03-08 (IMQ, IE, MVE) |
| ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
IMQ2022-66 IE2022-143 MVE2022-96 |
| Conference Information |
| Committee |
IMQ IE MVE CQ |
| Conference Date |
2023-03-15 - 2023-03-17 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Okinawaken Seinenkaikan (Naha-shi) |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Media of five senses, Multimedia, Media experience, Picture codinge, Image media quality, Network,quality and reliability, etc(AC) |
| Paper Information |
| Registration To |
MVE |
| Conference Code |
2023-03-IMQ-IE-MVE-CQ |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Reaction Interval Estimation Method Based on Recursive Short-term Principal Components Analysis for Skeletal Information of Badminton Players |
| Sub Title (in English) |
|
| Keyword(1) |
Badminton |
| Keyword(2) |
Reaction Interval Estimation, |
| Keyword(3) |
Sequential 3D Skeletal Information |
| Keyword(4) |
Recursive Short-Term Principal Component Analysis |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Kana Sagawa |
| 1st Author's Affiliation |
Tsukuba University (Tsukuba Univ.) |
| 2nd Author's Name |
Hidehiko Shishido |
| 2nd Author's Affiliation |
Tsukuba University (Tsukuba Univ.) |
| 3rd Author's Name |
Masashi Suita |
| 3rd Author's Affiliation |
Tsukuba University (Tsukuba Univ.) |
| 4th Author's Name |
Itaru Kitahara |
| 4th Author's Affiliation |
Tsukuba University (Tsukuba Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2023-03-17 10:20:00 |
| Presentation Time |
25 minutes |
| Registration for |
MVE |
| Paper # |
IMQ2022-66, IE2022-143, MVE2022-96 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.437(IMQ), no.439(IE), no.440(MVE) |
| Page |
pp.229-234 |
| #Pages |
6 |
| Date of Issue |
2023-03-08 (IMQ, IE, MVE) |