DocumentCode :
2338159
Title :
Extrinsic self calibration of a camera and a 3D laser range finder from natural scenes
Author :
Scaramuzza, Davide ; Harati, Ahad ; Siegwart, Roland
Author_Institution :
Swiss Fed. Inst. of Technol., Zurich
fYear :
2007
fDate :
Oct. 29 2007-Nov. 2 2007
Firstpage :
4164
Lastpage :
4169
Abstract :
In this paper, we describe a new approach for the extrinsic calibration of a camera with a 3D laser range finder, that can be done on the fly. This approach does not require any calibration object. Only few point correspondences are used, which are manually selected by the user from a scene viewed by the two sensors. The proposed method relies on a novel technique to visualize the range information obtained from a 3D laser scanner. This technique converts the visually ambiguous 3D range information into a 2D map where natural features of a scene are highlighted. We show that by enhancing the features the user can easily find the corresponding points of the camera image points. Therefore, visually identifying laser- camera correspondences becomes as easy as image pairing. Once point correspondences are given, extrinsic calibration is done using the well-known PnP algorithm followed by a noninear refinement process. We show the performance of our approach through experimental results. In these experiments, we will use an omnidirectional camera. The implication of this method is important because it brings 3D computer vision systems out of the laboratory and into practical use.
Keywords :
calibration; cameras; computer vision; laser ranging; 2D map; 3D computer vision system; 3D laser range finder; 3D laser scanner; 3D range information; camera extrinsic self calibration; image pairing; laser-camera; natural scene; noninear refinement process; omnidirectional camera; range information visualization; Calibration; Computer vision; IEEE members; Intelligent robots; Laboratories; Laser modes; Layout; Mobile robots; Robot vision systems; Smart cameras;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Robots and Systems, 2007. IROS 2007. IEEE/RSJ International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-0912-9
Electronic_ISBN :
978-1-4244-0912-9
Type :
conf
DOI :
10.1109/IROS.2007.4399276
Filename :
4399276
Link To Document :
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