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Recursive cubic spline interpolation filter approach for the removal of high density salt-and-pepper noise - Springer

机译:递归三次样条插值滤波器方法用于消除高密度椒盐噪声-Springer

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摘要

Spline-based approach is proposed to remove very high density salt-and-pepper noise in grayscale and color images. The algorithm consists of two stages, the first stage detects whether the pixel is noisy or noise-free. The second stage removes the noisy pixel by recursive spline interpolation filter. The proposed recursive spline interpolation filter is based on the neighborhood noise-free pixels and previous noise-free output pixel; hence, it is termed as recursive spline interpolation filter. The performance of the proposed algorithm is compared with the existing algorithms like standard median filter, decision-based filter, progressive switched median filter, and modified decision-based unsymmetric trimmed median filter at very high noise density. The proposed algorithm gives better peak signal-to-noise ratio, image enhancement factor, and correlation factor results than the existing algorithms.
机译:提出了一种基于样条的方法来去除灰度和彩色图像中非常高密度的椒盐噪声。该算法包括两个阶段,第一阶段检测像素是否有噪点或无噪点。第二阶段通过递归样条插值滤波器去除噪声像素。所提出的递归样条插值滤波器基于邻域无噪声像素和先前的无噪声输出像素。因此,它被称为递归样条插值滤波器。将所提出算法的性能与现有算法(如标准中值滤波器,基于决策的滤波器,逐行切换中值滤波器以及经过修改的基于决策的非对称修整中值滤波器)在非常高的噪声密度下进行比较。与现有算法相比,该算法具有更好的峰值信噪比,图像增强因子和相关因子结果。

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