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Effect of the sampling design of ground control points on the geometric correction of remotely sensed imagery

机译:地面控制点采样设计对遥感影像几何校正的影响

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摘要

The acquirement of ground control points (GCPs) is a basic and important step in the geometric correction of remotely sensed imagery. In particular, the spatial distribution of GCPs may affect the accuracy and quality of image correction. In this paper, both a simulation experiment and actual-image analyses are carried out to investigate the effect of the sampling design for selecting GCPs on the geometric correction of remotely sensed imagery. Sampling designs compared are simple random sampling, spatial coverage sampling, and universal kriging model-based sampling. The experiments indicate that the sampling design of GCPs strongly affects the accuracy of the geometric correction. The universal kriging model-based sampling design considers the spatial autocovariance of regression residuals and yields the most accurate correction. This method is highly recommended as a new GCPs sampling design method for geometric correction of remotely sensed imagery.
机译:地面控制点(GCP)的获取是对遥感影像进行几何校正的基础和重要步骤。特别是,GCP的空间分布可能会影响图像校正的准确性和质量。本文通过仿真实验和实际图像分析来研究选择GCP的采样设计对遥感图像的几何校正的影响。比较的抽样设计是简单的随机抽样,空间覆盖抽样和基于通用克里格模型的抽样。实验表明,GCP的采样设计强烈影响几何校正的准确性。基于通用克里格模型的抽样设计考虑了回归残差的空间自协方差,并给出了最准确的校正。强烈建议将此方法作为一种新的GCP采样设计方法,以对遥感影像进行几何校正。

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