Correction of geometric lens distortion through image warping

Luca Lucchese, San, K. Mitra
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引用次数: 10

Abstract

This paper presents a new technique for estimating and correcting the geometric distortion produced by common off-the-shelf lenses. The task of recovering the three most important parameters modeling the lens distortion of a digital camera is formulated as a problem of image warping where the distorted image of a planar calibration plate taken by the camera has to be registered onto the virtual undistorted image of the same target that would be produced by an ideal pinhole digital camera in a convenient position with respect to it. The Levenberg-Marquardt algorithm is chosen for solving the associated minimization problem in which the cost function is the squared /spl Lscr//sub 2/ norm of the difference between the intensities of the reference and distorted image. In this paper, the algorithm is applied to a practical case of lens distortion correction, the experimental results reported here confirm the effectiveness of the image warping approach.
通过图像翘曲校正几何透镜畸变
本文提出了一种估计和校正普通透镜几何畸变的新方法。恢复模拟数码相机镜头畸变的三个最重要参数的任务是将相机拍摄的平面校准板的畸变图像描述为图像翘曲问题,其中相机拍摄的平面校准板的畸变图像必须配准到理想针孔数码相机在其方便位置产生的同一目标的虚拟未畸变图像上。选取Levenberg-Marquardt算法求解相关的最小化问题,其代价函数为参考图像与畸变图像强度差的平方/spl Lscr//sub 2/范数。本文将该算法应用于透镜畸变校正的实际案例,实验结果证实了该算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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