An Algebraic Approach to Lens Distortion by Line Rectification

被引:72
作者
Alvarez, Luis [2 ]
Gomez, Luis [1 ]
Rafael Sendra, J. [3 ]
机构
[1] Univ Las Palmas Gran Canaria, Dept Ingn Elect & Automat, Las Palmas Gran Canaria 35017, Spain
[2] Univ Las Palmas Gran Canaria, Dept Informat & Sistemas, Las Palmas Gran Canaria 35017, Spain
[3] Univ Alcala de Henares, Dept Matemat, Madrid 28871, Spain
关键词
Radial lens distortion; Edge line rectification; Linear regression; Algebraic approach; Minimal residual variance; CALIBRATION;
D O I
10.1007/s10851-009-0153-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A very important property of the usual pinhole model for camera projection is that 3D lines in the scene are projected in 2D lines. Unfortunately, wide-angle lenses (specially low-cost lenses) may introduce a strong barrel distortion which makes the usual pinhole model fail. Lens distortion models try to correct such distortion. In this paper, we propose an algebraic approach to the estimation of the lens distortion parameters based on the rectification of lines in the image. Using the proposed method, the lens distortion parameters are obtained by minimizing a 4 total-degree polynomial in several variables. We perform numerical experiments using calibration patterns and real scenes to show the performance of the proposed method.
引用
收藏
页码:36 / 50
页数:15
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