@InProceedings{MoraisGoldFerrRoch:2012:AuTrIn,
author = "Morais, Erikson Freitas de and Goldenstein, Siome and Ferreira,
Anselmo and Rocha, Anderson",
affiliation = "IC-UNICAMP and IC-UNICAMP and IC-UNICAMP and IC-UNICAMP",
title = "Automatic tracking of indoor soccer players using videos from
multiple cameras",
booktitle = "Proceedings...",
year = "2012",
editor = "Freitas, Carla Maria Dal Sasso and Sarkar, Sudeep and Scopigno,
Roberto and Silva, Luciano",
organization = "Conference on Graphics, Patterns and Images, 25. (SIBGRAPI)",
publisher = "IEEE Computer Society",
address = "Los Alamitos",
keywords = "Tracking, Soccer, Particle Filter, Data Fusion.",
abstract = "Indoor 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 paper
presents an automatic tracking method which shows the trajectories
of indoor soccer players during the game and saving skilled labor
during the process. For this, we use a predictive filter to model
the motion and the observation of multiple stationary cameras,
strategically positioned around the court. We associate a particle
filter to a robust probabilistic observation model with the
measurement in court coordinates. The observation model proposed
is based on data fusion across multiple camera coordinates and
projected onto the court plane, creating a multimodal and
bidirectional probability function, which represents the potential
localization of players in the court plane. The probability
function uses an appearance model to observe player's location,
distinguishing very close players and yielding good weights in the
observation model. The experimental results show tracking errors
below 70 centimeters in most cases and indicate the potential of
the method to help sports teams.",
conference-location = "Ouro Preto, MG, Brazil",
conference-year = "22-25 Aug. 2012",
doi = "10.1109/SIBGRAPI.2012.32",
url = "http://dx.doi.org/10.1109/SIBGRAPI.2012.32",
language = "en",
ibi = "8JMKD3MGPBW34M/3CA2AT8",
url = "http://urlib.net/ibi/8JMKD3MGPBW34M/3CA2AT8",
targetfile = "sibgrapi-2012-camera-ready-paper-102126.pdf",
urlaccessdate = "2024, Apr. 29"
}