DocumentCode :
1887911
Title :
Direct visual servoing using network-synchronized cameras and Kalman filter
Author :
Schuurman, Derek C. ; Capson, David W.
Author_Institution :
Dept. of Electr. & Comput. Eng., McMaster Univ., Hamilton, Ont., Canada
Volume :
4
fYear :
2002
fDate :
2002
Firstpage :
4191
Abstract :
A distributed camera system using off-the-shelf components is presented that demonstrates the capability to perform high-speed vision feedback suitable for applications such as direct visual servoing. The limitation of 60 Hz video sample rates is overcome by using multiple RS-170 cameras synchronized over a network to capture at different instants in time. Each camera node has its own computer that processes video at field rates to determine the pose of a planar robot joint using eigenspace methods. Position information is fed back over a network to a master computer to perform direct visual servoing. The resulting vision feedback from the multiple cameras uses a Kalman filter to estimate position and to model the vision computation and transport delays. Computer simulation results are provided as the number of cameras are varied. Finally, real-time experimental results are presented that verify the approach using a network of four cameras performing direct visual servoing of a simple planar robot.
Keywords :
Kalman filters; cameras; distributed sensors; eigenvalues and eigenfunctions; feedback; filtering theory; local area networks; optical feedback; robot vision; 60 Hz; Kalman filter; computer network; direct visual servoing; distributed camera system; eigenspace methods; high-speed vision feedback; multiple synchronized RS-170 cameras; network-synchronized cameras; off-the-shelf components; planar robot; planar robot pose determination; position information; real-time experimental results; transport delays; vision computation; vision feedback; Application software; Cameras; Computational modeling; Computer networks; Computer simulation; Computer vision; Delay estimation; Feedback; Robot vision systems; Visual servoing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Automation, 2002. Proceedings. ICRA '02. IEEE International Conference on
Print_ISBN :
0-7803-7272-7
Type :
conf
DOI :
10.1109/ROBOT.2002.1014409
Filename :
1014409
Link To Document :
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