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A robust structure-adaptive hybrid vector filter for color image restoration

机译:一种用于彩色图像恢复的鲁棒结构自适应混合矢量滤波器

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A robust structure-adaptive hybrid vector filter is proposed for digital color image restoration in this paper. At each pixel location, the image vector (i.e., pixel) is first classified into several different signal activity categories by applying a modified quadtree decomposition to luminance component (image) of the input color image. A weight-adaptive vector filtering operation with an optimal window is then activated to achieve the best tradeoff between noise suppression and detail preservation. Through extensive simulation experiments conducted using a wide range of test color images, the filter has demonstrated superior performance to that of a number of well known benchmark techniques, in terms of both standard objective measurements and perceived image quality, in suppressing several distinct types of noise commonly considered in color image restoration, including Gaussian noise, impulse noise, and mixed noise.
机译:提出了一种鲁棒的结构自适应混合矢量滤波器,用于数字彩色图像的恢复。在每个像素位置,首先通过对输入彩色图像的亮度分量(图像)进行修改的四叉树分解,将图像矢量(即像素)分类为几种不同的信号活动类别。然后激活具有最佳窗口的加权自适应矢量滤波操作,以实现噪声抑制和细节保留之间的最佳权衡。通过使用各种测试彩色图像进行的广泛模拟实验,该滤镜在抑制几种不同类型的噪声方面,在标准物镜测量和可感知图像质量方面均表现出优于许多知名基准技术的性能。通常在彩色图像恢复中考虑,包括高斯噪声,脉冲噪声和混合噪声。

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