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Locally adaptive noise filtering approach for phase-unwrapping improvement

机译:用于相位展开改进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, anoise filtering step must be performed before theunwrapping of phases. We propose an iterative processthat involves a filter in the spatial domain and amulti-resolution phase unwrapping method. The approachis based on the generation of an approximate phasemodel, which is iteratively refined. In the aim ofpreserving fine details in the interferogram that aredirectly related to the ground topography, an edge-preserving smoothing method has been applied. The localspatial content of the phase image is exploited inorder to determine for each pixel the best matchingshape of the filtering mask, searching in a set ofdifferent neighborhood systems. Then, a non-linearadaptive filtering function, based on the localestimation of noise and signal standard deviation, isadopted. The results obtained by processing severalnoisy simulated and real interferometrical images withthe described method show clearly how the combinationof a detail preserving adaptive filter with a noiserobust phase unwrapping approach appears as a goodmeans for reducing the influence of distributed noiseand low coherence areas on the determination of adigital 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阳极滤波步骤。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。该方法基于迭代改进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,已应用了边缘保留平滑方法。利用相位图像的局部空间内容,以便为每个像素确定滤波掩模的最佳匹配形状,并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噪声模拟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相位展开方法的组合如何看起来是减少分配噪声和低相干区域对数字地面确定的影响的良好手段。高程模型!! 12

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