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Interferometric SAR Phase Filtering in the Wavelet Domain Using Simultaneous Detection and Estimation

机译:小波域干涉SAR相位滤波的同时检测与估计

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摘要

In this paper, two interferometric SAR (InSAR) phase-filtering methods are proposed. These methods are performed in the wavelet domain and employ the simultaneous detection and estimation technique. In the wavelet domain, closed-form estimator and detector equations are derived, based upon a quadratic cost function, to minimize the combined risk of detection and estimation and, thus, the least square errors. Both methods occur within the wavelet domain; however, the first method employs the wavelet packet, while the second method is performed in the undecimated wavelet domain. A major characteristic of InSAR phase data is that the noise level is spatially variable, and the proposed methods have a particularly good comparative performance in these situations. Tests are performed using simulated phase data and show that the proposed methods have lower root-mean-square error and less noisy fringes in the filtering results than those of three existing “state-of-the-art” wavelet-domain phase-filtering methods. Tests using real InSAR data also demonstrate the superiority of the proposed methods in terms of visual and quantitative evaluation.
机译:本文提出了两种干涉SAR(InSAR)相位滤波方法。这些方法在小波域中执行,并采用同时检测和估计技术。在小波域中,基于二次成本函数推导闭式估计器和检测器方程,以最小化检测和估计的组合风险,从而最小化最小平方误差。两种方法都在小波域内发生。但是,第一种方法使用小波包,而第二种方法在未抽取的小波域中执行。 InSAR相位数据的主要特征是噪声水平在空间上是可变的,并且在这些情况下,所提出的方法具有特别好的比较性能。使用模拟的相位数据进行测试,结果表明,与三种现有的“最新”小波域相位滤波方法相比,所提出的方法具有更低的均方根误差和更少的噪声条纹。使用实际InSAR数据进行的测试还证明了所建议方法在视觉和定量评估方面的优越性。

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