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Invariance of edges and corners under mean-curvature diffusions of images

机译:图像的平均曲率扩散下的边角不变性

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Abstract: We have recently proposed the use of geometry in image processing by representing an image as a surface in 3-space. The linear variations in intensity (edges) were shown to have a nondivergent surface normal. Exploiting this feature we introduced a nonlinear adaptive filter that only averages the divergence in the direction of the surface normal. This led to an inhomogeneous diffusion (ID) that averages the mean curvature of the surface, rendering edges invariant while removing noise. This mean curvature diffusion (MCD) when applied to an isolated edge imbedded in additive Gaussian noise results in complete noise removal and edge enhancement with the edge location left intact. In this paper we introduce a new filter that will render corners (two intersecting edges), as well as edges, invariant to the diffusion process. Because many edges in images are not isolated the corner model better represents the image than the edge model. For this reason, this new filtering technique, while encompassing MCD, also outperforms it when applied to images. Many applications will benefit from this geometrical interpretation of image processing, and those discussed in this paper include image noise removal, edge and/or corner detection and enhancement, and perceptually transparent coding.!7
机译:摘要:我们最近提出了通过在3维空间中将图像表示为表面来在图像处理中使用几何的方法。强度(边缘)的线性变化显示为具有非发散的表面法线。利用此功能,我们引入了非线性自适应滤波器,该滤波器仅对表面法线方向的发散求平均。这导致不均匀扩散(ID),该扩散对表面的平均曲率求平均,在消除噪声的同时使边缘不变。当将平均曲率扩散(MCD)应用于嵌入在加性高斯噪声中的孤立边缘时,可以完全去除噪声并增强边缘,而边缘位置保持不变。在本文中,我们介绍了一种新的滤镜,该滤镜将渲染拐角(两个相交的边)以及不随扩散过程变化的边。由于未隔离图像中的许多边缘,因此角模型比边缘模型更好地表示了图像。因此,这种新的过滤技术虽然包含了MCD,但在应用于图像时也胜过了它。图像处理的这种几何解释将使许多应用受益,而本文所讨论的应用包括图像噪声去除,边缘和/或拐角检测和增强以及可感知的透明编码。7

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