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Locally adaptive noise filtering approach for phase-unwrappingimprovement,

机译:用于相位展开改善的局部自适应噪声滤波方法,

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Abstract: In order to obtain a more accurate topographic model, a noise filtering step must be performed before the unwrapping of phases. We propose an iterative process that involves a filter in the spatial domain and a multi-resolution phase unwrapping method. The approach is based on the generation of an approximate phase model, which is iteratively refined. In the aim of preserving fine details in the interferogram that are directly related to the ground topography, an edge- preserving smoothing method has been applied. The local spatial content of the phase image is exploited in order to determine for each pixel the best matching shape of the filtering mask, searching in a set of different neighborhood systems. Then, a non-linear adaptive filtering function, based on the local estimation of noise and signal standard deviation, is adopted. The results obtained by processing several noisy simulated and real interferometrical images with the described method show clearly how the combination of a detail preserving adaptive filter with a noise robust phase unwrapping approach appears as a good means for reducing the influence of distributed noise and low coherence areas on the determination of a digital ground elevation model.!12
机译:摘要:为了获得更准确的地形模型,必须在展开相位之前执行噪声过滤步骤。我们提出了一种迭代过程,其中涉及空间域中的滤波器和多分辨率相位展开方法。该方法基于迭代近似的近似相位模型的生成。为了在干涉图中保留与地面形貌直接相关的精细细节,已应用了保留边缘的平滑方法。利用相位图像的局部空间内容,以确定每个像素的最佳匹配形状的过滤掩模,在一组不同的邻域系统中进行搜索。然后,基于噪声和信号标准偏差的局部估计,采用非线性自适应滤波功能。通过使用上述方法处理多个嘈杂的模拟干涉图像和真实干涉图像获得的结果清楚地表明,保留细节的自适应滤波器与抗噪声相位展开方法的组合如何看起来像是减少分布噪声和低相干区域影响的好方法确定数字地面标高模型!! 12

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