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Combined Fuzzy Logic and Unsymmetric Trimmed Median Filter Approach for the Removal of High Density Impulse Noise

机译:模糊逻辑与非对称修剪中值滤波相结合的高密度脉冲噪声消除

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摘要

In this paper, a combined fuzzy logic and unsymmetric trimmed median filter approach is proposed to remove the high density salt and pepper noise in gray scale and colour images. This algorithm is a combination of decision based unsymmetrical trimmed median filter and fuzzy thresholding technique to preserve edges and fine details in an image. The decision based unsymmetric trimmed median filter fails if all the elements in the selected window are 0's or 255's. One of the possible solutions is to replace the processing pixel by the mean value of the elements in the window. This will lead to blurring of the edges and fine details in the image. To preserve the edges and fine details, the combined fuzzy logic and unsymmetric trimmed median filter approach is proposed in this paper. The better performance of the proposed algorithm is demonstrated on the basis of PSNR and IEF values.
机译:本文提出了一种模糊逻辑与非对称修整中值滤波相结合的方法,以消除灰度和彩色图像中的高密度盐和胡椒噪声。该算法是基于决策的非对称修剪中值滤波器和模糊阈值技术的结合,可保留图像中的边缘和精细细节。如果所选窗口中的所有元素均为0或255,则基于决策的非对称修剪中值滤波器将失败。一种可能的解决方案是用窗口中元素的平均值替换处理像素。这将导致边缘模糊和图像中的精细细节。为了保留边缘和精细细节,本文提出了结合模糊逻辑和不对称修剪的中值滤波方法。在PSNR和IEF值的基础上证明了所提出算法的更好性能。

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