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Fast and efficient median filter for removing 1-99% levels of salt-and-pepper noise in images

机译:快速有效的中值滤波器,可消除图像中1-99%的椒盐噪声

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摘要

This paper proposes a new median filter using prior information to capture natural pixels for restoration. In addition to being very efficient in logic execution, the proposed filter restores corrupted images with 1-99% levels of salt-and-pepper impulse noise to satisfactory ones. Without any iteration for noise detection, it intuitively and simply recognizes impulse noises, while keeping the others intact as nonnoises. Depending on different noise ratios at an image, two different sets of masked pixels are employed separately for the adoption of candidates for median finding. Furthermore, no limit to the size of mask windows assures that a proper median can be found. The simple logic of the proposed algorithm achieves significant milestones on the fidelity of a restored image. Moreover, the very fast execution speed of the proposed filter is very suitable for being applied to real-time processing. Relevant experimental results on subjective visualization and objective digital measure are reported to validate the robustness of the proposed filter.
机译:本文提出了一种新的中值滤波器,该滤波器使用先验信息来捕获自然像素以进行恢复。除了在逻辑执行方面非常有效之外,所提出的过滤器还可以将盐和胡椒脉冲噪声为1-99%的损坏图像恢复为令人满意的图像。它无需进行任何重复的噪声检测,即可直观,简单地识别脉冲噪声,而其他噪声则保持完整无噪声。根据图像上不同的噪声比,分别采用两组不同的蒙版像素来采用中值查找的候选对象。此外,对遮罩窗口大小的限制没有保证可以找到合适的中间值。所提出算法的简单逻辑在恢复图像的保真度上实现了重要的里程碑。而且,所提出的滤波器的非常快的执行速度非常适合应用于实时处理。报告了有关主观可视化和客观数字测量的相关实验结果,以验证所提出的滤波器的鲁棒性。

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