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A New Image Quality Index for Objectively Evaluating Despeckling Filtering in SAR Images

机译:客观评估SAR图像中去斑点滤波的新图像质量指标

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Synthetic aperture radar (SAR) images are corrupted with a multiplicative granular-like noise pattern known as speckle. The goal for a despeckling filter consists of suppressing the speckle while preserving all the scene features such as texture, point-type targets, and, especially, edges. There exist several speckle filtering techniques and a relevant number of image quality indexes to evaluate the performances of a filtering operation on an SAR image. However, assessing the superiority of a filter over other is not a trivial issue. In this work, we present a new referenceless estimator (-ratio estimator) based on the ratio edge detector which allows helping in objectively evaluating a filter realization on SAR images. The proposed estimator operates on the ratio image obtained as the point-to-point ratio between the original image (noisy image) and the filtered image. An ideal filter operation on an image implies that, in areas where speckle is fully developed, the ratio image should have the features of pure speckle and no geometric content. The new estimator measures the remaining geometric content within the ratio image. This new estimator is easy to compute and it provides an excellent metric to rank a filtering operation on real SAR images.
机译:合成孔径雷达(SAR)图像被称为斑点的乘法颗粒状噪声模式破坏。去斑点滤波器的目标包括抑制斑点,同时保留所有场景特征,例如纹理,点型目标,尤其是边缘。存在几种斑点滤波技术和相关数量的图像质量指标,以评估对SAR图像的滤波操作的性能。但是,评估过滤器相对于其他过滤器的优势并不是一件容易的事。在这项工作中,我们提出了一种基于比率边缘检测器的新型无参考估计器(比率估计器),它可以帮助客观地评估SAR图像上的滤波器实现。提出的估计器对作为原始图像(噪声图像)和滤波后的图像之间的点对点比率获得的比率图像进行操作。对图像进行理想的滤波操作意味着,在完全散斑的区域中,比率图像应具有纯散斑的特征,并且没有几何成分。新的估算器将测量比率图像中的剩余几何内容。这种新的估算器易于计算,并且提供了一个出色的指标,可以对真实SAR图像上的滤波操作进行排名。

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