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A Parallel Edge Preserving Algorithm for Salt and Pepper Image Denoising

机译:盐和胡椒图像去噪的平行边缘保存算法

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In this paper a two-phase filter for removing "salt and pepper" noise is proposed. In the first phase, an adaptive median filter is used to identify the set of the noisy pixels; in the second phase, these pixels are restored according to a regularization method, which contains a data-fidelity term reflecting the impulse noise characteristics. The algorithm, which exhibits good performance both in denoising and in restoration, can be easily and effectively parallelized to exploit the full power of multi-core CPUs and GPGPUs; the proposed implementation based on the FastFlow library achieves both close-to-ideal speedup and very good wall-clock execution figures.
机译:在本文中,提出了一种用于去除“盐和胡椒”噪声的两相过滤器。 在第一阶段,使用自适应中值滤波器来识别噪声像素的集合; 在第二阶段中,根据正则化方法恢复这些像素,其包含反映脉冲噪声特性的数据保真术语。 该算法在去噪和恢复方面表现出良好的性能,可以很容易且有效地平行化以利用多核CPU和GPGPU的全功率; 基于FastFlow库的建议实现实现了近乎理想的加速和非常好的壁钟执行数字。

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