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A Variational Method with a Noise Detector for Impulse Noise Removal

机译:带有噪声检测器的脉冲噪声消除方法

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摘要

In this paper we propose a combined method for removing impulse noise. In the first phase, we use an efficient detector, called the Statistics of Ordered Difference Detector (SODD) to identify pixels which are likely to be corrupted by impulse noise. The proposed SODD can yield very high noise detection accuracy at high noise density. This noise detection phase is crucial for the following noise removal. In the second phase, only these noise candidates are restored using the variational method. Edges and noise free pixels of images filtered by our combined method are preserved. Simulation results indicate that the proposed method is significantly better than those using other impulse noise reduction filters.
机译:在本文中,我们提出了一种消除脉冲噪声的组合方法。在第一阶段,我们使用一种称为有序差值检测器统计量(SODD)的高效检测器来识别可能被脉冲噪声破坏的像素。所提出的SODD在高噪声密度下可以产生非常高的噪声检测精度。此噪声检测阶段对于后续的噪声去除至关重要。在第二阶段,使用变分方法仅恢复这些候选噪声。保留通过我们的组合方法过滤后的图像的边缘和无噪声像素。仿真结果表明,该方法明显优于采用其他脉冲降噪滤波器的方法。

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