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一种基于多视图模拟和分段模型的严重倾斜遥感影像有效校正方法

An Effective Correction Method for Seriously Oblique Remote Sensing Images Based on Multi-View Simulation and a Piecewise Model.

作者信息

Wang Chunyuan, Liu Xiang, Zhao Xiaoli, Wang Yongqi

机构信息

School of Electronicand Electrical Engineering, Shanghai University of Engineering Science, Longteng Road No. 333, Shanghai 201620, China.

School of Computer Science, Shanghai Key Laboratory of Intelligent Information Processing, Fudan University, Shanghai 200433, China.

出版信息

Sensors (Basel). 2016 Oct 18;16(10):1725. doi: 10.3390/s16101725.

Abstract

Conventional correction approaches are unsuitable for effectively correcting remote sensing images acquired in the seriously oblique condition which has severe distortions and resolution disparity. Considering that the extraction of control points (CPs) and the parameter estimation of the correction model play important roles in correction accuracy, this paper introduces an effective correction method for large angle (LA) images. Firstly, a new CP extraction algorithm is proposed based on multi-view simulation (MVS) to ensure the effective matching of CP pairs between the reference image and the LA image. Then, a new piecewise correction algorithm is advanced with the optimized CPs, where a concept of distribution measurement (DM) is introduced to quantify the CPs distribution. The whole image is partitioned into contiguous subparts which are corrected by different correction formulae to guarantee the accuracy of each subpart. The extensive experimental results demonstrate that the proposed method significantly outperforms conventional approaches.

摘要

传统的校正方法不适用于有效校正严重倾斜条件下获取的遥感图像,这种图像存在严重的畸变和分辨率差异。考虑到控制点(CP)的提取和校正模型的参数估计对校正精度起着重要作用,本文介绍了一种针对大角度(LA)图像的有效校正方法。首先,提出了一种基于多视图模拟(MVS)的新的CP提取算法,以确保参考图像和LA图像之间CP对的有效匹配。然后,利用优化后的CP提出了一种新的分段校正算法,其中引入了分布测量(DM)的概念来量化CP的分布。将整个图像划分为连续的子部分,通过不同的校正公式对其进行校正,以保证每个子部分的精度。大量实验结果表明,该方法明显优于传统方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6db1/5087512/0b38faed6395/sensors-16-01725-g001.jpg

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