Title :
Towards high-precision lens distortion correction
Author :
Von Gioi, R. Grompone ; Monasse, P. ; Morel, J.-M. ; Tang, Z.
Author_Institution :
CMLA, ENS-Cachan, Cachan, France
Abstract :
This paper points out and attempts to remedy a serious discrepancy in results obtained by global calibration methods: The re-projection error can be rendered very small by these methods, but we show that the optical distortion correction is far less accurate. This discrepancy can only be explained by internal error compensations in the global methods that leave undetected the inadequacy of the distortion model. This fact led us to design a model-free distortion correction method where the distortion can be any image domain diffeomorphism. The obtained precision compares favorably to the distortion given by state of the art global calibration and reaches a RMSE of 0.08 pixels. Nonetheless, we also show that this accuracy can still be improved.
Keywords :
calibration; error compensation; image texture; lenses; mean square error methods; optical design techniques; optical distortion; optical images; RMSE; calibration; error compensation; high-precision lens distortion correction; image domain diffeomorphism; model-free distortion correction method; optical distortion correction; planar textured pattern; reprojection error; Accuracy; Calibration; Cameras; Lenses; Nonlinear distortion; Pixel; Three dimensional displays; Planar textured pattern; high-precision; lens distortion; nonparametric; virtual pinhole camera;
Conference_Titel :
Image Processing (ICIP), 2010 17th IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-7992-4
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2010.5651928