首页> 外文会议>14th Eurographics Workshop on Rendering; Jun 25-27, 2003; Leuven, Belgium >The Trilateral Filter for High Contrast Images and Meshes
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The Trilateral Filter for High Contrast Images and Meshes

机译:用于高对比度图像和网格的三边滤波器

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摘要

We present a new, single-pass nonlinear filter for edge-preserving smoothing and visual detail removal for N dimensional signals in computer graphics, image processing and computer vision applications. Built from two modified forms of Tomasi and Manduchi's bilateral filter, the new "trilateral" filter smoothes signals towards a sharply-bounded, piecewise-linear approximation. Unlike bilateral filters or anisotropic diffusion methods that smooth towards piecewise constant solutions, the trilateral filter provides stronger noise reduction and better outlier rejection in high-gradient regions, and it mimics the edge-limited smoothing behavior of shock-forming PDEs by region finding with a fast min-max stack. Yet the trilateral filter requires only one user-set parameter, filters an input signal in a single pass, and does not use an iterative solver as required by most PDE methods. Like the bilateral filter, the trilateral filter easily extends to N-dimensional signals, yet it also offers better performance for many visual applications including appearance-preserving contrast reduction problems for digital photography and denoising polygonal meshes.
机译:我们提出了一种新的单通非线性滤波器,用于在计算机图形学,图像处理和计算机视觉应用中为N维信号保留边缘的平滑和视觉细节消除。新的“三边”滤波器由Tomasi和Manduchi的双边滤波器的两种修改形式构建而成,可平滑信号,使信号朝着清晰界线,分段线性近似。不像双边滤波器或各向异性扩散方法那样,它们可以朝分段常数解平滑,而三边滤波器可以在高梯度区域中提供更强的降噪效果和更好的离群值抑制,并且可以模拟震荡形成的PDE的边缘受限平滑行为,从而发现快速最小-最大堆栈。然而,三边形滤波器仅需要一个用户设置的参数,即可单次通过过滤输入信号,并且不像大多数PDE方法所要求的那样使用迭代求解器。像双边滤镜一样,三边滤镜很容易扩展到N维信号,但它还为许多视觉应用提供了更好的性能,包括用于数码摄影的外观保持对比度降低问题和对多边形网格进行降噪处理。

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