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On the robust technique of mixed Gaussian and impulsive noise reduction in color digital images

机译:彩色数字图像中混合高斯和脉冲降噪的鲁棒技术

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In this paper a new technique of mixed Gaussian and impulsive noise suppression in color images is proposed. The novel approach is based on a weighted average of pixels contained in the filtering block. The main novelty of the proposed solution lies in the new definition of similarity between a pixel and samples belonging to a small window centered at the central pixel of the processing block. Instead of direct comparison of pixels, a measure based on the similarity between a given pixel and the samples from the window is utilized. This measure is defined as the sum of distances in a given color space between a pixel and a certain number of most similar pixels from this window. In this way, the new similarity measure is not influenced by the outliers injected into the image by the impulsive noise process and the averaging process ensures the effectiveness of the new filter in the reduction of Gaussian noise. The experimental results prove that the novel filtering design is capable of suppressing even strong mixed noise and is competitive with respect to state-of-the-art methods.
机译:本文提出了一种混合高斯和脉冲噪声抑制彩色图像的新技术。新颖的方法基于滤波块中包含的像素的加权平均值。所提出的解决方案的主要新颖之处在于像素与属于以处理块的中心像素为中心的小窗口的样本之间的相似度的新定义。代替直接比较像素,利用基于给定像素与来自窗口的样本之间的相似性的量度。该度量定义为像素与该窗口中一定数量的最相似像素之间的给定颜色空间中的距离之和。这样,新的相似性度量不受脉冲噪声过程注入到图像中的离群值的影响,并且平均过程确保了新滤波器在降低高斯噪声方面的有效性。实验结果证明,新颖的滤波设计能够抑制甚至强烈的混合噪声,并且与最新技术相比具有竞争力。

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