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Hybrid order statistic filter and its application to image restoration

机译:混合阶数统计滤波器及其在图像复原中的应用

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摘要

We introduce a new nonlinear filter for signal and image restoration, the hybrid order statistic (HOS) filter. Because it exploits both rank- and spatial-order information, the HOS realizes the advantages of nonlinear filters in edge preservation and reduction of impulsive noise components while retaining the ability of the linear filter to suppress Gaussian noise. We show that the HOS filter exhibits improved performance over both the linear Wiener and the nonlinear L filters in reducing mean-squared error in the presence of contaminated Gaussian noise. In many cases it also performs favorably compared with the Ll and rank-conditioned rank selection filters.
机译:我们介绍了一种用于信号和图像恢复的新型非线性滤波器,即混合阶数统计(HOS)滤波器。由于它同时利用了秩和空间顺序信息,因此,HOS在保留线性滤波器抑制高斯噪声的能力的同时,实现了非线性滤波器在边缘保留和减少脉冲噪声分量方面的优势。我们表明,在存在污染的高斯噪声的情况下,HOS滤波器在降低均方误差方面表现出优于线性Wiener和非线性L滤波器的改进性能。在许多情况下,与L1和等级条件的等级选择滤波器相比,它的性能也很好。

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