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