ABSTRACT
The diversity of sports broadcasting formats increases fans' interest in watching games. Soccer video is one such example ---it may include data analyses of player performances, highlighting of target players, and other useful features. Such video also supports player coaching and training. Numerous studies have attempted to estimate exact trajectories using camera information. However, camera information is not robust in situations with varying brightness levels, complicated backgrounds, and so on. To address these issues, we propose a soccer player tracking method using laser range finders. Our proposed method can precisely acquire the positional information of players. Over 95 % of the temporal connections can be easily established with a graph construction method. In order to further reduce manual connecting operations, we adopt automatic corrections using a particle filter. Experimental results show significant improvements in tracking results, which can reduce manual operational costs.
- Michael Herrmann et al. Online multi-player tracking in monocular soccer videos. AASRI Procedia, 8, 2014. SECS 2014.Google Scholar
- Hiroki ITOH et al. Tracking of soccer players using time-situation graph in monocular image sequence. IEICE Trans. Inf. & Syst.(Japanese Edition). 96(8):1854--1864, Aug 2013.Google Scholar
- Konrad Schenk et al. Comparison of laser-based person tracking at feet and upper-body height. In KI 2011. pages 277--288. Springer Berlin Heidelberg, 2011. Google ScholarDigital Library
Recommendations
Automatic Tracking of Indoor Soccer Players Using Videos from Multiple Cameras
SIBGRAPI '12: Proceedings of the 2012 25th SIBGRAPI Conference on Graphics, Patterns and ImagesIndoor soccer has been of tactical and scientific interest, with applications dedicated to analyze tactical and physiological factors and also physical training. In both cases, the analysis is based on player tracking, done with human supervision. This ...
Appearance-based multiple hypothesis tracking
Soccer is a popular sport in the world with the growth of demand for automatically analyzing matches and tactics. Since players are the focus of attention in soccer videos and they manage the entire game, player tracking is fundamental to most soccer ...
Multiple player tracking in soccer videos: an adaptive multiscale sampling approach
Visual tracking is an essential technique in computer vision. Even though the notable improvement has been achieved during last few years, tracking multiple objects still remains as a challenging task. In this paper, a novel method for tracking multiple ...
Comments