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Comparing airborne laser scanning-imagery fusion methods based on geometric accuracy in forested areas

机译:基于几何精度的林区机载激光扫描图像融合方法比较

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摘要

In this study, different methods for fusing airborne laser scanning (ALS) and multispectral imagery were compared. The improvement observed when computing the position of individual ALS returns in the original unrectified scenes (back-projecting ALS) was contrasted against the geometric errors observed in many orthorectified images. Results showed that back-projecting the ALS is the most accurate technique for fusing high-resolution datasets. Potential sources of systematic errors were studied for all techniques, finding the nadir angle as the most influencing one. The capacity of back-projecting ALS and true orthorectification for reducing the tree leaning problem found in traditional orthophotos was evaluated. Modelled tree lean correlated with geometric errors even while individual factors alone did not. The technique used for true orthorectification solved tree leaning near nadir, but it was affected by the variance of the kriging model, resulting in a low overall accuracy. In view of the results observed in back-projected ALS, the spatial resolution of the imagery was regarded as its main source of uncertainty. The convenience of adding a correction of the effect of the atmospheric refraction and the Earth's curvature was also discussed. Even though the magnitude of those corrections was low, they succeeded in avoiding nadir angle-dependent systematic errors.
机译:在这项研究中,比较了融合机载激光扫描(ALS)和多光谱图像的不同方法。在计算原始未校正场景中的单个ALS返回位置(反向投影ALS)时观察到的改进与在许多正交校正后的图像中观察到的几何误差形成了对比。结果表明,反向投影ALS是融合高分辨率数据集的最准确技术。研究了所有技术的系统误差的潜在来源,发现最低点角是影响最大的一个。评估了反投影ALS和真正的正射矫正功能以减少传统正射影像中的树木倾斜问题的能力。建模的树倾斜与几何误差相关,即使单独的因素也没有。用于真正的矫正的技术解决了靠近天底的树木倾斜问题,但该技术受克里金模型的方差影响,导致整体准确性较低。鉴于在反向投影ALS中观察到的结果,图像的空间分辨率被认为是其不确定性的主要来源。还讨论了增加对大气折射和地球曲率影响的校正的便利性。即使这些校正的幅度很低,它们仍成功避免了与最低点角度有关的系统误差。

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