Paper Abstract and Keywords |
Presentation |
2023-02-21 11:30
A Note on Accurate Shoot Prediction Considering Players' Spatio-temporal Relations in Soccer Videos
-- Introduction of Complete Bipartite Graph Based on Players' Team Information -- Ryota Goka, Yuya Moroto, Keisuke Maeda, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper presents the introduction of a complete bipartite graph based on the team information of players for improving shoot prediction performance by considering spatio-temporal relations in soccer videos.
Since the occurrence of shoot events in soccer games is closely related to the positional relationships and movements of players, a shoot prediction method based on spatio-temporal relations has been proposed.
The previous work has focused only on the distance between players in soccer videos to consider spatial relations and has not introduced the tactical elements of soccer games.
Thus, in this paper, we construct a complete bipartite graph by introducing players' team information, which is an important element in soccer analytics, and players' distance, for improving the accuracy of shoot event prediction.
At the end of this paper, we confirm the effectiveness of introducing team information through experiments using actual soccer videos. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
sport video analysis / event prediction / graph processing / spatio-temporal information / / / / |
Reference Info. |
ITE Tech. Rep., vol. 47, no. 6, ME2023-25, pp. 23-28, Feb. 2023. |
Paper # |
ME2023-25 |
Date of Issue |
2023-02-14 (MMS, ME, AIT) |
ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
Download PDF |
|
Conference Information |
Committee |
MMS ME AIT IEICE-IE IEICE-ITS |
Conference Date |
2023-02-21 - 2023-02-22 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hokkaido Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Image Processing, etc. |
Paper Information |
Registration To |
ME |
Conference Code |
2023-02-MMS-ME-AIT-IE-ITS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Note on Accurate Shoot Prediction Considering Players' Spatio-temporal Relations in Soccer Videos |
Sub Title (in English) |
Introduction of Complete Bipartite Graph Based on Players' Team Information |
Keyword(1) |
sport video analysis |
Keyword(2) |
event prediction |
Keyword(3) |
graph processing |
Keyword(4) |
spatio-temporal information |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Ryota Goka |
1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
2nd Author's Name |
Yuya Moroto |
2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
3rd Author's Name |
Keisuke Maeda |
3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
4th Author's Name |
Takahiro Ogawa |
4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
5th Author's Name |
Miki Haseyama |
5th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
6th Author's Name |
|
6th Author's Affiliation |
() |
7th Author's Name |
|
7th Author's Affiliation |
() |
8th Author's Name |
|
8th Author's Affiliation |
() |
9th Author's Name |
|
9th Author's Affiliation |
() |
10th Author's Name |
|
10th Author's Affiliation |
() |
11th Author's Name |
|
11th Author's Affiliation |
() |
12th Author's Name |
|
12th Author's Affiliation |
() |
13th Author's Name |
|
13th Author's Affiliation |
() |
14th Author's Name |
|
14th Author's Affiliation |
() |
15th Author's Name |
|
15th Author's Affiliation |
() |
16th Author's Name |
|
16th Author's Affiliation |
() |
17th Author's Name |
|
17th Author's Affiliation |
() |
18th Author's Name |
|
18th Author's Affiliation |
() |
19th Author's Name |
|
19th Author's Affiliation |
() |
20th Author's Name |
|
20th Author's Affiliation |
() |
Speaker |
Author-1 |
Date Time |
2023-02-21 11:30:00 |
Presentation Time |
15 minutes |
Registration for |
ME |
Paper # |
MMS2023-5, ME2023-25, AIT2023-5 |
Volume (vol) |
vol.47 |
Number (no) |
no.6 |
Page |
pp.23-28 |
#Pages |
6 |
Date of Issue |
2023-02-14 (MMS, ME, AIT) |
|