DocumentCode
2174921
Title
Camera calibration using spheres: a semi-definite programming approach
Author
Agrawal, Motilal ; Davis, Larry S.
Author_Institution
SRI Int., Menlo Park, CA, USA
fYear
2003
fDate
13-16 Oct. 2003
Firstpage
782
Abstract
Vision algorithms utilizing camera networks with a common field of view are becoming increasingly feasible and important. Calibration of such camera networks is a challenging and cumbersome task. The current approaches for calibration using planes or a known 3D target may not be feasible as these objects may not be simultaneously visible in all the cameras. In this paper, we present a new algorithm to calibrate cameras using occluding contours of spheres. In general, an occluding contour of a sphere projects to an ellipse in the image. Our algorithm uses the projection of the occluding contours of three spheres and solves for the intrinsic parameters and the locations of the spheres. The problem is formulated in the dual space and the parameters are solved for optimally and efficiently using semidefinite programming. The technique is flexible, accurate and easy to use. In addition, since the contour of a sphere is simultaneously visible in all the cameras, our approach can greatly simplify calibration of multiple cameras with a common field of view. Experimental results from computer simulated data and real world data, both for a single camera and multiple cameras, are presented.
Keywords
calibration; cameras; computer vision; feature extraction; 3D target; camera calibration; camera networks; common view field; ellipse; intrinsic parameters; occluding contours; semidefinite programming approach; sphere location; spheres; vision algorithms; Calibration; Cameras; Computational modeling; Computer science; Computer vision; Costs; Educational institutions; Geometry; Layout; Machine vision;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision, 2003. Proceedings. Ninth IEEE International Conference on
Conference_Location
Nice, France
Print_ISBN
0-7695-1950-4
Type
conf
DOI
10.1109/ICCV.2003.1238428
Filename
1238428
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