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Enhancing Images Painted on Manifolds

机译:增强在歧管上绘制的图像

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摘要

The fields of image processing, computer vision and computer graphics have concentrated traditionally on regular 2D images. Recently, images painted on 2D manifolds are becoming more popular and are used in face recognition, volumetric medical image processing, 3D computer graphics, and many other applications. The need has risen to regularize this type of images. Various manifold representations are the input for these applications. Among the main representations are triangulated manifolds and parametric manifolds. We extend the short time image enhancing Beltrami kernel from 2D images to these manifold representations. This approach suits also other manifold representations that can be easily converted to triangulated manifolds, such as implicit manifolds and point clouds. The arbitrary time step enabled by the use of the kernel filtering approach offers a tradeoff between the accuracy of the flow and its execution time. The numerical scheme used to construct the kernel makes the method applicable to all types of manifolds, including open manifolds and self intersecting manifolds. The calculations are done on the 2D manifold itself and are not affected by the complexity of the manifold or the dimension of the space in which it is embedded. The method is demonstrated on images painted on synthetic manifolds and is used to selectively smooth face images. Incorporating the geometrical information of the face manifolds in the regularization process yields improved results.
机译:传统上,图像处理,计算机视觉和计算机图形学领域集中在常规2D图像上。最近,在2D歧管上绘制的图像变得越来越流行,并用于面部识别,体积医学图像处理,3D计算机图形和许多其他应用程序。越来越需要正规化这种类型的图像。各种歧管表示形式是这些应用程序的输入。主要表示形式是三角流形和参数流形。我们将短时图像增强Beltrami内核从2D图像扩展到这些流形表示形式。此方法也适用于其他可以容易地转换为三角歧管的歧管表示形式,例如隐式歧管和点云。通过使用内核过滤方法启用的任意时间步长在流的准确性与其执行时间之间进行了权衡。用于构造内核的数值方案使该方法适用于所有类型的歧管,包括开放歧管和自相交歧管。计算是在2D歧管本身上完成的,不受歧管的复杂性或嵌入它的空间尺寸的影响。该方法在合成歧管上绘制的图像上得到了证明,并用于选择性地平滑面部图像。在正则化过程中合并面流形的几何信息可获得改进的结果。

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