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Order statistics vector directional filters to process multichannel images

机译:顺序统计矢量定向滤波器以处理多通道图像

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摘要

Novel algorithms to suppress impulsive noise in 3D color images are presented. Some of them have demonstrated effectiveness in preservation of inherent characteristics in the images, such as, edges, details and chromaticity. Robust algorithm that uses order statistics, vector directional and adaptive methods is developed applying three-dimensional video processing permitting suppressing a noise. Several algorithms are extended from 2D to 3D for video processing. The results show that proposed Video Adaptive Vector Directional filter outperforms the video versions of Median M-type K-Nearest Neighbour, Vector Median, Generalized Vector Directional, K-Nearest Neighbour, α-trimmed Mean, and Median filters. All of them evaluated during simulation using PSNR, MAE and NCD criteria.
机译:提出了抑制3D彩色图像中脉冲噪声的新颖算法。它们中的一些已证明在保留图像的固有特性(例如边缘,细节和色度)方面有效。利用三维视频处理技术,开发了一种使用阶跃统计,矢量方向和自适应方法的鲁棒算法,可以抑制噪声。用于视频处理的几种算法已从2D扩展到3D。结果表明,所提出的视频自适应矢量方向滤波器的性能优于中值M型K最近邻,矢量中值,广义矢量定向,K最近邻,α修剪均值和中值滤波器。所有这些都在仿真过程中使用PSNR,MAE和NCD标准进行了评估。

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