Event Detection in Soccer Video Based on Self-Attention

Sifan Ma; En Shao; Xiang Xie; Wei Liu

doi:10.1109/ICCC51575.2020.9344896

Event Detection in Soccer Video Based on Self-Attention

Sifan Ma, En Shao, Xiang Xie^*, Wei Liu

^*此作品的通讯作者

信息与电子学院

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

6 引用（Scopus）

摘要

Sports big data technology has become an important technological means of modern sports competition. This paper realizes a novel soccer video event detection algorithm based on self-attention. It extracts key frames through self-attention mechanism, and then obtains the characteristics of time window level through NetVLAD network. Finally, each video clip is classified into 4 types of events (goals, red/yellow card, substitutions and others). The experimental results show that with the introduction of the self-attention mechanism, the classification accuracy on the SoccerNet data set has improved from 67.2% to 74.3%.

源语言	英语
主期刊名	2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020
出版商	Institute of Electrical and Electronics Engineers Inc.
页	1852-1856
页数	5
ISBN（电子版）	9781728186351
DOI	https://doi.org/10.1109/ICCC51575.2020.9344896
出版状态	已出版 - 11 12月 2020
活动	6th IEEE International Conference on Computer and Communications, ICCC 2020 - Chengdu, 中国期限: 11 12月 2020 → 14 12月 2020

出版系列

姓名	2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020

会议

会议	6th IEEE International Conference on Computer and Communications, ICCC 2020
国家/地区	中国
市	Chengdu
时期	11/12/20 → 14/12/20

访问文件

10.1109/ICCC51575.2020.9344896

其它文件与链接

链接到 Scopus 的出版物

引用此

Ma, S., Shao, E., Xie, X., & Liu, W. (2020). Event Detection in Soccer Video Based on Self-Attention. 在 2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020 (页码 1852-1856). 文章 9344896 (2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCC51575.2020.9344896

@inproceedings{2e9adbfa5bcb4e2aa7373c49d28967b4,

title = "Event Detection in Soccer Video Based on Self-Attention",

abstract = "Sports big data technology has become an important technological means of modern sports competition. This paper realizes a novel soccer video event detection algorithm based on self-attention. It extracts key frames through self-attention mechanism, and then obtains the characteristics of time window level through NetVLAD network. Finally, each video clip is classified into 4 types of events (goals, red/yellow card, substitutions and others). The experimental results show that with the introduction of the self-attention mechanism, the classification accuracy on the SoccerNet data set has improved from 67.2% to 74.3%.",

keywords = "NetVLAD, event detection, key frame extraction, self-attention",

author = "Sifan Ma and En Shao and Xiang Xie and Wei Liu",

note = "Publisher Copyright: {\textcopyright} 2020 IEEE.; 6th IEEE International Conference on Computer and Communications, ICCC 2020 ; Conference date: 11-12-2020 Through 14-12-2020",

year = "2020",

month = dec,

day = "11",

doi = "10.1109/ICCC51575.2020.9344896",

language = "English",

series = "2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "1852--1856",

booktitle = "2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020",

address = "United States",

}

Ma, S, Shao, E, Xie, X & Liu, W 2020, Event Detection in Soccer Video Based on Self-Attention. 在 2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020., 9344896, 2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020, Institute of Electrical and Electronics Engineers Inc., 页码 1852-1856, 6th IEEE International Conference on Computer and Communications, ICCC 2020, Chengdu, 中国, 11/12/20. https://doi.org/10.1109/ICCC51575.2020.9344896

Event Detection in Soccer Video Based on Self-Attention. / Ma, Sifan; Shao, En; Xie, Xiang 等.
2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020. Institute of Electrical and Electronics Engineers Inc., 2020. 页码 1852-1856 9344896 (2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - Event Detection in Soccer Video Based on Self-Attention

AU - Ma, Sifan

AU - Shao, En

AU - Xie, Xiang

AU - Liu, Wei

PY - 2020/12/11

Y1 - 2020/12/11

N2 - Sports big data technology has become an important technological means of modern sports competition. This paper realizes a novel soccer video event detection algorithm based on self-attention. It extracts key frames through self-attention mechanism, and then obtains the characteristics of time window level through NetVLAD network. Finally, each video clip is classified into 4 types of events (goals, red/yellow card, substitutions and others). The experimental results show that with the introduction of the self-attention mechanism, the classification accuracy on the SoccerNet data set has improved from 67.2% to 74.3%.

AB - Sports big data technology has become an important technological means of modern sports competition. This paper realizes a novel soccer video event detection algorithm based on self-attention. It extracts key frames through self-attention mechanism, and then obtains the characteristics of time window level through NetVLAD network. Finally, each video clip is classified into 4 types of events (goals, red/yellow card, substitutions and others). The experimental results show that with the introduction of the self-attention mechanism, the classification accuracy on the SoccerNet data set has improved from 67.2% to 74.3%.

KW - NetVLAD

KW - event detection

KW - key frame extraction

KW - self-attention

UR - http://www.scopus.com/inward/record.url?scp=85101690721&partnerID=8YFLogxK

U2 - 10.1109/ICCC51575.2020.9344896

DO - 10.1109/ICCC51575.2020.9344896

M3 - Conference contribution

AN - SCOPUS:85101690721

T3 - 2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020

SP - 1852

EP - 1856

BT - 2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 6th IEEE International Conference on Computer and Communications, ICCC 2020

Y2 - 11 December 2020 through 14 December 2020

ER -

Ma S, Shao E, Xie X, Liu W. Event Detection in Soccer Video Based on Self-Attention. 在 2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020. Institute of Electrical and Electronics Engineers Inc. 2020. 页码 1852-1856. 9344896. (2020 IEEE 6th International Conference on Computer and Communications, ICCC 2020). doi: 10.1109/ICCC51575.2020.9344896

Event Detection in Soccer Video Based on Self-Attention

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