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

机译:在图像的平均曲率扩散下的边缘和角落的不变性

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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.
机译:我们最近提出了通过将图像作为3空间中的表面表示在图像处理中使用几何体。强度(边缘)的线性变化被示出为具有通道正常的态度。利用此功能我们介绍了一个非线性自适应滤波器,仅平均沿表面正常方向的发散。这导致了一个不均匀的扩散(ID),其平均表面的平均曲率,在去除噪声的同时渲染边缘不变。当施加到加性高斯噪声中嵌入的隔离边缘时,这种平均曲率扩散(MCD)导致完全的噪声去除和边缘增强与边缘位置完整。在本文中,我们介绍了一个新的过滤器,将渲染角落(两个交叉边缘),以及边缘,不变地到扩散过程。因为图像中的许多边缘不是隔离的,所以拐角模型更好地代表图像而不是边缘模型。因此,这种新的过滤技术,同时包含MCD,在应用于图像时也优于它。许多应用将受益于图像处理的这种几何解释,并且本文讨论的那些讨论的那些包括图像噪声消除,边缘和/或角度检测和增强,并且感知透明编码。

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