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Adaptive Spatial Multi-looking of Differential SAR Interferograms Sequences using Circular Statistic

机译:圆统计的差分SAR干涉图序列的自适应空间多视

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摘要

In this work, we discuss the potential of a new adaptive multi-looking technique that operates on a sequences of multitemporal differential SAR (DInSAR) interferograms. The core of the method is focalised on the use of circular (directional) statistics. Unlike other methods recently proposed in the literature, which identify homogenous distribuited scatterers (DS) that are present into a resolution cell by analysing statistics of the complex valued single-look-complex (SLC) SAR images, the proposed method is exclusively based on the analysis of hig resolution interferograms. It does not need of any other type of assumption, and it uses the two sample Kuiper test to check the statistical homogeneity of neighbouring SAR pixels. The technique can be applied to generate adaptive multi-look interferograms both at the native grid of full-resolutions images and at the multi-look resolution scale. Also, the method can be simply complemented with other space/time noise-filtering techniques, such as the one adopted within the Extended Minimum Cost Flow (EMCF) based Small Baseline Subset (SBAS) processing chain, based on the optimal combination of multi-look interferograms. The experimental results demonstrate the validity of the method.
机译:在这项工作中,我们讨论了一种对一系列多时间差分SAR(DInSAR)干涉图进行操作的新型自适应多视技术的潜力。该方法的核心集中在循环(定向)统计的使用上。与文献中最近提出的其他方法不同,该方法通过分析复杂值单视复杂(SLC)SAR图像的统计信息来识别存在于分辨率单元中的均匀分布散射体(DS),该方法专门基于高分辨力干涉图的分析。它不需要任何其他类型的假设,并且使用两个样本Kuiper检验来检查相邻SAR像素的统计均匀性。该技术可以应用于在全分辨率图像的原始网格处以及在多分辨率分辨率尺度下生成自适应多外观干涉图。同样,该方法可以简单地与其他时空噪声过滤技术相辅相成,例如,基于多目标的最佳组合,在基于扩展最小成本流(EMCF)的小基线子集(SBAS)处理链中采用的一种方法。看干涉图。实验结果证明了该方法的有效性。

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