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Accuracy assessment in the orthorectification of monoscopic VHR images for evolutionary algorithm PSO using together stereoscopic and GDEM

机译:用于使用立体和GDEM的进化算法PSO的单声道VHR图像矫反比的准确评估

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The orthorectification of very high resolution (VHR) satellite images is a fundamental process to ensure the interoperability of the spatial information obtained from them. Therefore, previous studies have used different types of inputs, including multiple sources of control points and digital elevation models (DEM) of all kinds, in addition to testing different optimization methods. This research aims to jointly use and evaluate the use of the evolutionary algorithm Particle Swarm Optimization (PSO), stereoscopic points from photogrammetric blocks and DEM from different sources, to obtain cartographic products of scale 1:10.000 comparing their results with those obtained by ordinary least squares from previous experiments. The methodological proposal includes the entire procedure for the estimation and selection of the coefficients of the Rational Functional Model (RFM) spatial arrangement model using Particle Swarm Optimization and the Feature Condition Analysis method together with all the flow necessary for the generation of the final orthoimage. As a result, it is observed that the use of the PSO improves on average by 3% the positional accuracy of the orthoimage, however its use requires high computational resources and also this type of optimization method is not available yet in specialized software, being difficult for massive implementation in cartographic production processes.
机译:非常高分辨率(VHR)卫星图像的矫反比是一个基本过程,以确保从它们获得的空间信息的互操作性。因此,除了测试不同的优化方法之外,以前的研究使用了不同类型的输入,包括各种控制点和数字高度模型(DEM)的多种来源。本研究旨在共同使用和评估进化算法粒子群优化(PSO),从摄影测量块和来自不同来源的DEM的立体点,以获得规模的制图产品1:10.000比较其结果与普通最少获得的结果来自先前实验的方块。方法论提议包括使用粒子群优化和特征状况分析方法估计和选择Rational功能模型(RFM)空间排列模型的系数的整个过程以及产生最终正弦贴图所需的所有流程。结果,观察到PSO的使用平均改善了正轨的位置精度,但其使用需要高计算资源,并且在专业软件中尚未提供这种类型的优化方法,困难用于制图生产流程的大规模实施。

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