Paper Abstract and Keywords |
Presentation |
2018-02-15 11:15
A Note on Recurrent Neural Network-based Tactics Estimation in Soccer Videos Genki Suzuki, Sho Takahashi, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper presents a method that estimates team tactics in soccer videos by a recurrent neural network.
In general, player formation and its variation are focused on in tactics analysis.
Therefore, by constructing an estimation method of the team tactics based on player formation and its variation, it is expected to be able to estimate tactics with high accuracy.
In order to realize accurate tactics estimation, we construct the estimation method of the team tactics using a long short-term memory, one of the recurrent neural network models, which can consider patterns of series.
Finally, this paper shows the effectiveness of the proposed method through experimentation using actual soccer videos. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Sports video analysis / tactics estimation / recurrent neural network / long short-term memory / / / / |
Reference Info. |
IEICE Tech. Rep. |
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Conference Information |
Committee |
ITS IE ITE-MMS ITE-HI ITE-ME ITE-AIT |
Conference Date |
2018-02-15 - 2018-02-16 |
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 |
ITE-ME |
Conference Code |
2018-02-ITS-IE-MMS-HI-ME-AIT |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Note on Recurrent Neural Network-based Tactics Estimation in Soccer Videos |
Sub Title (in English) |
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Sports video analysis |
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tactics estimation |
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recurrent neural network |
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long short-term memory |
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1st Author's Name |
Genki Suzuki |
1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
2nd Author's Name |
Sho Takahashi |
2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
3rd Author's Name |
Takahiro Ogawa |
3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
4th Author's Name |
Miki Haseyama |
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Hokkaido University (Hokkaido Univ.) |
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Speaker |
Author-1 |
Date Time |
2018-02-15 11:15:00 |
Presentation Time |
15 minutes |
Registration for |
ITE-ME |
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Volume (vol) |
vol.117 |
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