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Multi-Pass Unsymmetric Trimmed Median Filter for Salt-and-Pepper Noise Removal

机译:用于盐和胡椒噪声的多通无对比修剪中值过滤器

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Restoration of original image corrupted with high density salt-and-pepper noise is still a challenging task. In this letter, we propose here a new method; Multi-Pass Unsymmetric Trimmed Median Filter (MPUTMF) [versions 'a' and 'b'], to restore an image affected with high density salt-and-pepper noise, with better edge preservation. The MPUTMF_a can do the restoration within two passes over the noisy image using the preprocessed pixels obtained in the same pass, where as MPUTMF_b can take up to six passes over the noisy image for restoration without using the preprocessed pixels. MPUTMF_b is computationally efficient on single core processor systems where as MPUTMF_b is well suited to be implemented on parallel processing systems or GPUs to achieve higher computational efficiency. The proposed methods are compared with conventional as well as advanced algorithms like Median Filter (MF), Adaptive Median Filter (AMF), Efficient Decision Based Algorithm (EDBA), Improved Decision Based Algorithm (IDBA) and Modified Decision Based Unsymmetric Trimmed Median Filter (MDBUTMF). The experimental analysis (visual and quantitative) shows that our method gives better results on images affected with high density salt-and-pepper noise. Peak Signal-to-Noise Ratio (PSNR) and Image Enhancement Factor (IEF) are used for quantitatively evaluating the results of proposed algorithm(s).
机译:高密度椒盐噪声破坏原始图像的恢复仍然是一个艰巨的任务。在这封信中,我们在这里提出一个新的方法;多次通过非对称修剪中值滤波器(MPUTMF)版本“a”和“B”],以恢复受影响的高密度椒盐噪声,具有更好的边缘保持的图像。所述MPUTMF_a可以用在相同的通,其中,作为MPUTMF_b可能需要多达6个越过噪声图像进行恢复而不使用预处理的像素所获得的预处理像素的两个越过噪声图像内做的恢复。 MPUTMF_b是其中作为MPUTMF_b非常适合要在并行处理系统或GPU实施以实现更高的计算效率的单核处理器系统高效计算。所提出的方法用相同的中值滤波(MF),自适应中值滤波器(AMF),有效决策基于算法(EDBA),改进的决策基于算法(IDBA)和改进的判决基于非对称修剪中值滤波常规以及先进的算法(比MDBUTMF)。实验分析(视觉和定量)显示,我们的方法提供了有关患有高密度椒盐噪声的图像更好的结果。峰值信噪比(PSNR)和图像增强因子(IEF)用于定量评价提出的算法(一个或多个)的结果。

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