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A new adaptive windowing method for SAR image despeckling filters

机译:SAR图像去斑滤波器的一种新的自适应加窗方法

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摘要

Filter window selection is one of the key issues in SAR image despeckling. This paper proposes an adaptive windowing method for robust estimation of the local statistics for despeckling filters, which is based on the combination of confidence interval and morphological reconstruction. A preliminary homogeneous window of each pixel is firstly shaped from an initial window according to the confidence interval inferred by a given confidence probability. The confidence probability is chosen adaptively according to the homogeneity facts of the initial window. Subsequently, this preliminary window is refined by morphological reconstruction under the region adjacency constraints. As a result, a homogeneous window for filtering with arbitrary shape is obtained, which is continuous in both radiometric and spatial domain. The experimental results show that the proposed adaptive windowing method performs better in the term of the window accuracy and gets better balance between speckle reduction and structure preservation with two other commonly used windowing method.
机译:滤波器窗口的选择是SAR图像去斑中的关键问题之一。提出了一种基于置信区间和形态重构相结合的自适应去窗方法,用于去斑滤波器的局部统计鲁棒估计。根据给定的置信概率推断出的置信区间,首先从初始窗口对每个像素的初步均质窗口进行整形。置信概率是根据初始窗口的同质性事实自适应选择的。随后,通过在区域邻接约束下的形态重建来完善此初步窗口。结果,获得了用于以任意形状滤波的均匀窗口,该窗口在辐射和空间域上都是连续的。实验结果表明,与其他两种常用的开窗方法相比,所提出的自适应开窗方法在开窗精度方面表现更好,并且在斑点减少和结构保持之间达到了更好的平衡。

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