一种用于去除彩色图像脉冲的快速自适应模糊中值滤波器

Zhou Yan, Tang Quan-hua, Jin Wei-dong, Hang Bo
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引用次数: 1

摘要

中值滤波被广泛应用于噪声图像的复原。本文提出了一种新的自适应模糊中值滤波器用于椒盐脉冲噪声损坏图像的恢复,该滤波器对去除高脉冲噪声效果特别好。首先,模糊估计阶段是基于计算8个方向梯度值(每个颜色分量)的和,然后选择一个广泛的窗口,以在噪声抑制和细节保留之间进行最佳权衡。该滤波器在抑制10% ~ 90%噪声比的彩色图像噪声方面表现出较好的性能。采用了基于直方图和多级分段搜索的中值计算方法,提高了滤波过程的速度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A fast adaptive fuzzy median filter for removal of impulses from color images
Median filter has been widely used for restoration of noise image. In this paper, we present a novel adaptive fuzzy median filter to the restoration of salt & pepper impulse noise-corrupted image, which is particularly effective at removing highly impulsive noise. First a fuzzy estimation phase is based on the calculation of the sum of eight direction gradient values (for each color component), then an extensive window is selected for the best tradeoff between noise suppression and detail preservation. The proposed filter has demonstrated preferable performance in suppressing different noise ratio of color image noise from 10% to 90% noise ratio. Besides, the median computation method based on histogram and multilevel staged search is used to improve the speed of the filtering process.
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