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A Fast Hybrid Noise Filtering Algorithm Based on Median-Mean

机译:基于中均值的快速混合噪声滤波算法

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Median filtering and mean filtering are two of the most common and practical methods in digital image processing, which are used to deal with impulse noise and gaussian noise respectively. However, the optical images often contain two kinds of noise at the same time. When the noise pollution is serious, the interaction between the noises can lead to a single filtering method that can not effectively eliminate the noise, leading to the failure of filtering. In order to suppress these two kinds of noises simultaneously, a fast algorithm of median and mean joint filtering is proposed. First, set consistent decomposition method is proposed and used in each sliding window for fast median filtering to improve the real time, and then weighted mean filter is combined. In order to solve impulse noise effect on the final output when using mean filtering, the adaptive window is proposed to effectively identify noise points, reducing the impulse noise effects on the output. The algorithm effectively matches the median filtering and mean filtering, and improves the real-time performance of the filter, which is conducive to the real-time target tracking task. The experimental result shows that the proposed algorithm can suppress the serious mixed noise effectively and takes less filtering time, so it has certain application value.
机译:中值滤波和均值滤波是数字图像处理中最常用和实用的两种方法,分别用于处理脉冲噪声和高斯噪声。然而,光学图像经常同时包含两种噪声。当噪声污染严重时,噪声之间的相互作用会导致无法有效消除噪声的单一滤波方法,从而导致滤波失败。为了同时抑制这两种噪声,提出了一种中值和均值联合滤波的快速算法。首先,提出了一种设置一致性分解方法,并在每个滑动窗口中使用该方法进行快速中值滤波,以提高实时性,然后对加权均值滤波进行组合。为了解决均值滤波时脉冲噪声对最终输出的影响,提出了一种自适应窗来有效识别噪声点,减少了脉冲噪声对输出的影响。该算法有效地匹配了中值滤波和均值滤波,提高了滤波器的实时性能,有利于实时目标跟踪任务。实验结果表明,该算法能有效抑制严重的混合噪声,并减少了滤波时间,具有一定的应用价值。

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