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Efficient line-based lens distortion correction for complete distortion with vanishing point constraint

机译:高效的基于行的镜头畸变校正,可完全消除具有消失点约束的畸变

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摘要

The line-based correction method has been widely researched to improve the performance of lens distortion correction. However, due to the coupling of the distortion parameters and the inaccuracy of line equation estimation, it is difficult to achieve high-accuracy correction under the complete lens distortion ( composed of radial, decentering, and prism distortion). Here, we present a method that utilizes two models to resolve these two problems, respectively: the recursive individual optimization model decouples the distortion parameters by applying Levenberg-Marquardt to optimize the parameters individually, and the vanishing point reprojection model improves the accuracy of line equation estimation with the known vanishing points calculated by a proposed expectation-minimization algorithm. Therefore, accurate correction of complete distortion can be achieved by the line information only. The validity of the proposed method was tested by several synthetic and real data, and the results showed that this method can correct the image with the complete and noncomplete distortion effectively. (C) 2015 Optical Society of America
机译:基于线的校正方法已被广泛研究以提高透镜畸变校正的性能。但是,由于畸变参数的耦合和线方程估计的不精确性,很难在完整的透镜畸变(包括径向,偏心和棱镜畸变)下实现高精度校正。在这里,我们提出一种利用两个模型分别解决这两个问题的方法:递归个体优化模型通过应用Levenberg-Marquardt分别优化参数来解耦畸变参数,消失点重投影模型提高了线方程的精度通过建议的期望最小化算法计算的已知消失点进行估计。因此,仅通过行信息就可以实现对完全失真的准确校正。通过多次合成和真实数据验证了该方法的有效性,结果表明该方法可以有效地校正具有完全和不完全失真的图像。 (C)2015年美国眼镜学会

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