A video information driven football recommendation system. (July 2020)
- Record Type:
- Journal Article
- Title:
- A video information driven football recommendation system. (July 2020)
- Main Title:
- A video information driven football recommendation system
- Authors:
- Meng, Xia
Li, Zhen
Wang, Shan
Karambakhsh, Ahmad
Sheng, Bin
Yang, Po
Li, Ping
Mao, Lijuan - Abstract:
- Abstract: Designing a football recommendation system requires collecting physical, technical and tactical information from football games. However, traditional technical and tactical statistics of football still depend on manual numbering, which is a huge labor consumption. Though GPS (Global Positioning System) devices could be applied to collect football data, they are very expensive and are forbidden in many football games. To solve these problems, we utilize video tracking to capture physical and tactical information of football players and propose a football recommendation system through combining players' tracking techniques with recommendation algorithms. In our proposed system, the YOLOv2 (You Only Look Once version 2) algorithm and improved KCF (Kernelized Correlation Filter) method are applied to obtain and analyze the location information of football players. The proposed system could automatically recognize and track players according to match videos instead of using wearable GPS devices. Compared with GPS, the experimental results have shown that the data obtained from our system are much closer to reality and have lower standard deviation.
- Is Part Of:
- Computers & electrical engineering. Volume 85(2020)
- Journal:
- Computers & electrical engineering
- Issue:
- Volume 85(2020)
- Issue Display:
- Volume 85, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 85
- Issue:
- 2020
- Issue Sort Value:
- 2020-0085-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-07
- Subjects:
- Tracking -- Detection -- Movements analysis -- Collaborative filtering -- Recommendation
Computer engineering -- Periodicals
Electrical engineering -- Periodicals
Electrical engineering -- Data processing -- Periodicals
Ordinateurs -- Conception et construction -- Périodiques
Électrotechnique -- Périodiques
Électrotechnique -- Informatique -- Périodiques
Computer engineering
Electrical engineering
Electrical engineering -- Data processing
Periodicals
Electronic journals
621.302854 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00457906/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.compeleceng.2020.106699 ↗
- Languages:
- English
- ISSNs:
- 0045-7906
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.680000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 14266.xml