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A hybrid de-speckling filter driven by a novel homogeneity feature

机译:由新型均匀性特征驱动的混合去斑点滤波器

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摘要

Speckle reduction in synthetic aperture radar (SAR) images is a key point to facilitate applicative tasks. A filter aimed at de-speckling should energetically smooth homogeneous regions, while preserving point targets, edges, and linear features. A trade-off, however, should be arranged on textured areas. Filtering capabilities depend on local image characteristics, and generally no filter outperforms the others in every situation. In this work, a set of adaptive filters is considered with attention to those oriented towards a multiresolution approach. Images are individually processed by each filter, and the output at each pixel position is obtained by choosing one out of the channels. The selection is based on thresholding a pixel feature based on a novel definition of inhomogeneity for SAR images and capable of describing both textured areas and ideal scatterers. Results on true SAR images show that also an empirical choice of thresholds is non-critical: the proposed scheme outperforms each filter individually, at least according to visual criteria.
机译:合成孔径雷达(SAR)图像中的斑点减少是促进应用任务的关键。旨在消除斑点的过滤器应在保持点目标,边线和线性特征的同时,使均匀区域在能量上变得平滑。但是,应该在纹理区域上进行权衡。过滤能力取决于本地图像特征,通常在任何情况下,没有哪个过滤器的性能优于其他过滤器。在这项工作中,要考虑一组自适应滤波器,并注意那些面向多分辨率方法的滤波器。图像由每个滤镜分别处理,并且通过从通道中选择一个来获得每个像素位置的输出。该选择基于对像素特征进行阈值处理,该像素特征基于SAR图像的不均匀性的新颖定义,并且能够描述纹理区域和理想散射体。真实SAR图像上的结果表明,阈值的经验选择也是非关键的:建议的方案至少在视觉标准上优于单个滤波器。

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