| Paper Abstract and Keywords |
| Presentation |
2024-03-21 14:05
Space estimation for soccer match videos using automatic player tracking with machine learning
Ryo Yoshimura, Masataka Imura (Kwansei Gakuin Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This research proposes a method to quantitatively estimate space in soccer tactical analysis based on player and ball positioning and player speed. The proposed methods defines dominance distribution, indicating team control over the field, using multivariate normal distribution around player positions. The difference between team dominance distributions is used to estimate the space. We use MMDetection, a machine learning model for multi-object tracking, to automatically track players in game footage and create field dominance distributions. Comparison with actual game footage shows successful reflection of both attacking and defensive states. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Soccer / Tactical Analysis / Homography / Multivariate Normal Distribution / Object Tracking / / / |
| Reference Info. |
ITE Tech. Rep., vol. 48, no. 14, SIP2024-3, pp. 4-7, March 2024. |
| Paper # |
SIP2024-3 |
| Date of Issue |
2024-03-14 (SIP) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
SIP |
| Conference Date |
2024-03-21 - 2024-03-22 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Center for Computational Sciences, University of Tsukuba |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
SIP |
| Conference Code |
2024-03-SIP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Space estimation for soccer match videos using automatic player tracking with machine learning |
| Sub Title (in English) |
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| Keyword(1) |
Soccer |
| Keyword(2) |
Tactical Analysis |
| Keyword(3) |
Homography |
| Keyword(4) |
Multivariate Normal Distribution |
| Keyword(5) |
Object Tracking |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Ryo Yoshimura |
| 1st Author's Affiliation |
Kwansei Gakuin University (Kwansei Gakuin Univ.) |
| 2nd Author's Name |
Masataka Imura |
| 2nd Author's Affiliation |
Kwansei Gakuin University (Kwansei Gakuin Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2024-03-21 14:05:00 |
| Presentation Time |
20 minutes |
| Registration for |
SIP |
| Paper # |
SIP2024-3 |
| Volume (vol) |
vol.48 |
| Number (no) |
no.14 |
| Page |
pp.4-7 |
| #Pages |
4 |
| Date of Issue |
2024-03-14 (SIP) |