TY - JOUR
T1 - Architecture and algorithms for tracking football players with multiple cameras
AU - Xu, M.
AU - Orwell, J.
AU - Lowey, L.
AU - Thirds, D.
PY - 2005/4
Y1 - 2005/4
N2 - A system architecture and method for tracking people is presented for a sports application. The system input is video data from static cameras with overlapping fields-of-view at a football stadium. The output is the real-world, real-time positions of football players during a match. The system comprises two processing stages, operating on data from first a single camera and then multiple cameras. The organisation of processing is designed to achieve sufficient synchronisation between cameras, using a request-response pattern, invoked by the second stage multi-camera tracker. The single-view processing includes change detection against an adaptive background and image-plane tracking to improve the reliability of measurements of occluded players. The multiview process uses Kaiman trackers to model the player position and velocity, to which the multiple measurements input from the single-view stage are associated. Results are demonstrated on real data.
AB - A system architecture and method for tracking people is presented for a sports application. The system input is video data from static cameras with overlapping fields-of-view at a football stadium. The output is the real-world, real-time positions of football players during a match. The system comprises two processing stages, operating on data from first a single camera and then multiple cameras. The organisation of processing is designed to achieve sufficient synchronisation between cameras, using a request-response pattern, invoked by the second stage multi-camera tracker. The single-view processing includes change detection against an adaptive background and image-plane tracking to improve the reliability of measurements of occluded players. The multiview process uses Kaiman trackers to model the player position and velocity, to which the multiple measurements input from the single-view stage are associated. Results are demonstrated on real data.
UR - http://www.scopus.com/inward/record.url?scp=18444379976&partnerID=8YFLogxK
U2 - 10.1049/ip-vis:20041257
DO - 10.1049/ip-vis:20041257
M3 - Article
AN - SCOPUS:18444379976
SN - 1350-245X
VL - 152
SP - 232
EP - 241
JO - IEE Proceedings: Vision, Image and Signal Processing
JF - IEE Proceedings: Vision, Image and Signal Processing
IS - 2
ER -