| Paper Abstract and Keywords |
| Presentation |
2020-02-28 16:35
A Note on Event Classification in Soccer Videos Using Bidirectional LSTM
Tomoki Haruyama, Sho Takahashi, Takahiro Ogawa, Miki Haseyama (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper presents a method for event classification using Bidirectional LSTM (Bi-LSTM) in soccer videos. In soccer competitions, it is considered that the analysis is effective as time series data that can consider the context of the video because the game situation changes dynamically. Therefore, the proposed method uses Bi-LSTM, which can consider bidirectional time series, for multimodal audio-visual features obtained from soccer videos. In the proposed method, it is possible to capture changes in player movements and audience cheers, which are different for each event such as shot, foul and set-piece. 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 / event classification / time series analysis / multimodal analysis / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 44, no. 6, ME2020-76, pp. 371-375, Feb. 2020. |
| Paper # |
ME2020-76 |
| Date of Issue |
2020-02-20 (MMS, HI, ME, AIT) |
| ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
HI IEICE-IE IEICE-ITS MMS ME AIT |
| Conference Date |
2020-02-27 - 2020-02-28 |
| 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 |
2020-02-HI-IE-ITS-MMS-ME-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Note on Event Classification in Soccer Videos Using Bidirectional LSTM |
| Sub Title (in English) |
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| Keyword(1) |
Sports video analysis |
| Keyword(2) |
event classification |
| Keyword(3) |
time series analysis |
| Keyword(4) |
multimodal analysis |
| Keyword(5) |
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| 1st Author's Name |
Tomoki Haruyama |
| 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 |
| 4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2020-02-28 16:35:00 |
| Presentation Time |
15 minutes |
| Registration for |
ME |
| Paper # |
MMS2020-48, HI2020-48, ME2020-76, AIT2020-48 |
| Volume (vol) |
vol.44 |
| Number (no) |
no.6 |
| Page |
pp.371-375 |
| #Pages |
5 |
| Date of Issue |
2020-02-20 (MMS, HI, ME, AIT) |