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A Numerical Method for Preserving Curve Edges in Nonlinear Anisotropic Smoothing

机译:非线性各向异性平滑中保留曲线边缘的一种数值方法

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摘要

We focus on nonlinearity for images and propose a new method which can preserve curve edges in image smoothing using nonlinear anisotropic diffusion (NAD). Unlike existing methods which diffuse only among the spatial variants, the new method suggests that the diffusion should be performed both among the time variants and spatial variants, named time and space nonlinear anisotropic diffusion (TSNAD). That is, not only the differences of the spatial variants should be estimated by the nearby spatial points but also the differences of the time variants should be approximated by the weighted time differences of nearby points, according to the differences of gray levels between them and the consideration point. Since the time differences of nearby points using NAD can find more points with similar gray levels which form a curve belt for the center pixel on a curve edge, TSNAD can provide satisfied smoothing results while preserving curve edges. The experiments for digital images also show us the ability of TSNAD to preserve curve edges.
机译:我们专注于图像的非线性,并提出了一种新方法,该方法可以使用非线性各向异性扩散(NAD)在图像平滑中保留曲线边缘。与仅在空间变体之间扩散的现有方法不同,新方法建议应在时间变体和空间变体之间执行扩散,即时间和空间非线性各向异性扩散(TSNAD)。也就是说,不仅应该根据附近的空间点来估计空间变异的差异,而且还应该根据附近点与目标点之间的灰度级差异,通过加权后的邻近点的时间差异来估计时间变异的差异。考虑点。由于使用NAD可以发现附近点的时间差,因此可以找到更多具有相似灰度级的点,从而形成曲线边缘中心像素的曲线带,因此TSNAD可以在保留曲线边缘的同时提供令人满意的平滑效果。数字图像实验还向我们展示了TSNAD保留曲线边缘的能力。

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  • 来源
    《Mathematical Problems in Engineering》 |2011年第2期|p.1-14|共14页
  • 作者单位

    School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu 610054, China;

    School of Computer Science, Sichuan Normal University, Chengdu 610066, China;

    School of Computer Science, Sichuan Normal University, Chengdu 610066, China;

    Institute of Medical Information and Technology, School of Biomedical Engineering, Southern Medical University, Guangzhou 510515, China;

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