Title :
Camera calibration from a single night sky image
Author :
Klaus, Andreas ; Bauer, Joachim ; Karner, Konrad ; Elbischger, Pierre ; Perko, Roland ; Bischof, Horst
Author_Institution :
VRVis Res. Center, Graz, Austria
fDate :
27 June-2 July 2004
Abstract :
We present a simple and universal camera calibration method. Instead of extensive setups we are exploiting the accurate angular positions of fixed stars. High precision is achieved by compensating the interfering error sources. Our approach uses a star catalog and requires a single input image only. No additional user input information such as focal length, exposure date or position is required. Fully automatic processing and fast convergence is achieved by performing three consecutive steps. First, a star segmentation and centroid finding algorithm extracts the sub-pixel positions of the luminaries. Second, an initial solution for the most essential parameters is determined by combinatorial analysis. Finally, the Levenberg-Marquardt algorithm is applied to solve the resulting non-linear system. Experimental results with several digital consumer cameras demonstrate high robustness and accuracy. The introduced method is advisable for applications where large calibration targets are required.
Keywords :
astronomy computing; calibration; cameras; combinatorial mathematics; image segmentation; nonlinear systems; optimisation; parameter estimation; sky brightness; stars; Levenberg-Marquardt algorithm; angular positions; automatic processing; camera calibration; centroid finding algorithm; combinatorial analysis; digital consumer cameras; error compensation; luminaries; nonlinear system; parameter estimation; parameter optimization; single night sky image; star catalog; star segmentation; subpixel positions; Adaptive optics; Calibration; Computer vision; Data mining; Digital cameras; Image resolution; Lenses; Nonlinear distortion; Optical distortion; Optical noise;
Conference_Titel :
Computer Vision and Pattern Recognition, 2004. CVPR 2004. Proceedings of the 2004 IEEE Computer Society Conference on
Print_ISBN :
0-7695-2158-4
DOI :
10.1109/CVPR.2004.1315026