DocumentCode
3549047
Title
Real-time wide area multi-camera stereo tracking
Author
Zhao, Tao ; Aggarwal, Manoj ; Kumar, Rakesh ; Sawhney, Harpreet
Author_Institution
Sarnoff Corp., Princeton, NJ, USA
Volume
1
fYear
2005
fDate
20-25 June 2005
Firstpage
976
Abstract
We present a fully integrated real-time system to track humans with a network of stereo sensors over a wide area. The processing includes single camera tracking and multi-camera fusion. Each single camera detects and tracks humans in its own view and a multi-camera fusion module combines all the local tracks of the same human into a global track. We propose stereo segmentation and tracking techniques to handle multiple humans moving in groups in cluttered environments. We have developed a ground-based fusion method for camera handoff using space-time constraint. We show results and performance evaluation on very challenging data from a 12-camera system.
Keywords
computer vision; image segmentation; real-time systems; sensor fusion; stereo image processing; video cameras; video signal processing; camera handoff; ground-based fusion; human tracking; multicamera fusion; multicamera stereo tracking; real-time system; single camera tracking; space-time constraint; stereo segmentation; stereo sensors network; wide area network; Computer vision; Humans; Object detection; Object segmentation; Real time systems; Sensor systems; Shape; Smart cameras; Stereo vision; Surveillance;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision and Pattern Recognition, 2005. CVPR 2005. IEEE Computer Society Conference on
ISSN
1063-6919
Print_ISBN
0-7695-2372-2
Type
conf
DOI
10.1109/CVPR.2005.296
Filename
1467372
Link To Document