DocumentCode :
789476
Title :
Architecture and algorithms for tracking football players with multiple cameras
Author :
Xu, M. ; Orwell, J. ; Lowey, L. ; Thirde, D.
Author_Institution :
Digital Imaging Res. Centre, Kingston Univ., Kingston Upon Thames, UK
Volume :
152
Issue :
2
fYear :
2005
fDate :
4/8/2005 12:00:00 AM
Firstpage :
232
Lastpage :
241
Abstract :
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 Kalman 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.
Keywords :
sport; television applications; tracking; video signal processing; Kalman trackers; fields-of-view; football players; football stadium; image-plane tracking; multiple cameras; occluded players; request-response pattern; sports application; static cameras; synchronisation; system architecture; video data;
fLanguage :
English
Journal_Title :
Vision, Image and Signal Processing, IEE Proceedings -
Publisher :
iet
ISSN :
1350-245X
Type :
jour
DOI :
10.1049/ip-vis:20041257
Filename :
1425330
Link To Document :
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