C. de Pádua, Pedro H., C. de Pádua, Flávio L., de A. Pereira, Marconi, Souza, Marco T.D., B. de Oliveira, Matheus and F. Wanner, Elizabeth (2017). A vision-based system to support tactical and physical analyses in futsal. Machine Vision and Applications, 28 (5-6), 475–496.
Abstract
This paper presents a vision-based system to support tactical and physical analyses of futsal teams. Most part of the current analyses in this sport are manually performed, while the existing solutions based on automatic approaches are frequently composed of costly and complex tools, developed for other kind of team sports, making it difficult their adoption by futsal teams. Our system, on the other hand, represents a simple yet efficient dedicated solution, which is based on the analyses of image sequences captured by a single stationary camera used to obtain top-view images of the entire court. We use adaptive background subtraction and blob analysis to detect players, as well as particle filters to track them in every video frame. The system determines the distance traveled by each player, his/her mean and maximum speeds, as well as generates heat maps that describe players’ occupancy during the match. To present the collected data, our system uses a specially developed mobile application. Experimental results with image sequences of an official match and a training match show that our system provides data with global mean tracking errors below 40 cm, demanding on 25 ms to process each frame and, thus, demonstrating its high application potential.
Publication DOI: | https://doi.org/10.1007/s00138-017-0849-z |
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Divisions: | College of Engineering & Physical Sciences Aston University (General) |
Additional Information: | The final publication is available at Springer via http://dx.doi.org/10.1007/s00138-017-0849-z |
Uncontrolled Keywords: | tactical analysis,physical analysis,futsal,computer vision,player tracking,mobile applications |
Publication ISSN: | 0932-8092 |
Last Modified: | 27 Nov 2024 08:10 |
Date Deposited: | 27 Jun 2017 09:05 | PURE Output Type: | Article |
Published Date: | 2017-08-01 |
Published Online Date: | 2017-06-23 |
Accepted Date: | 2017-06-01 |
Submitted Date: | 2017-03-10 |
Authors: |
C. de Pádua, Pedro H.
C. de Pádua, Flávio L. de A. Pereira, Marconi Souza, Marco T.D. B. de Oliveira, Matheus F. Wanner, Elizabeth ( 0000-0001-6450-3043) |