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A new image filtering method: Nonlocal image guided averaging

机译:一种新的图像过滤方法:非局部图像引导平均

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Image guided filtering has been widely used in many image processing applications. However, it is a local filtering method and has limited propagation ability. In this paper, we propose a new image filtering method: nonlocal image guided averaging (NLGA). Derived from a nonlocal linear model, the proposed method can utilize the nonlocal similarity of the guidance image, so that it can propagate nonlocal information reliably. Consequently, NLGA can obtain a sharper filtering results in the edge regions and more smooth results in the smooth regions. It shows superiority over image guided filtering in different applications, such as image dehazing, depth map super-resolution and image denoising.
机译:图像引导过滤已广泛用于许多图像处理应用程序中。但是,它是一种局部滤波方法,并且具有有限的传播能力。在本文中,我们提出了一种新的图像过滤方法:非局部图像导引平均(NLGA)。从非局部线性模型推导,该方法可以利用导引图像的非局部相似性,从而可以可靠地传播非局部信息。因此,NLGA可以在边缘区域获得更清晰的滤波结果,在平滑区域获得更平滑的结果。它显示了在不同应用中优于图像引导滤波的优势,例如图像去雾,深度图超分辨率和图像去噪。

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