Variational problems and PDEs on implicit surfaces

M. Bertalmío, G. Sapiro, Li-Tien Cheng, S. Osher
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引用次数: 32

Abstract

A novel framework for solving variational problems and partial differential equations for scalar and vector-valued data defined on surfaces is introduced. The key idea is to implicitly represent the surface as the level set of a higher dimensional function, and solve the surface equations in a fixed Cartesian coordinate system using this new embedding function. The equations are then both intrinsic to the surface and defined in the embedding space. This approach thereby eliminates the need for performing complicated and inaccurate computations on triangulated surfaces, as is commonly done in the literature. We describe the framework and present examples in computer graphics and image processing applications, including texture synthesis, flow field visualization, as well as image and vector field intrinsic regularization for data defined on 3D surfaces.
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隐曲面上的变分问题与偏微分方程
介绍了求解曲面上定义的标量和向量值数据的变分问题和偏微分方程的新框架。其核心思想是将曲面隐式地表示为高维函数的水平集,并利用这种新的嵌入函数在固定的笛卡尔坐标系中求解曲面方程。这些方程既是曲面的固有方程,又是在嵌入空间中定义的。因此,这种方法消除了在三角曲面上执行复杂和不准确计算的需要,正如文献中通常所做的那样。我们描述了该框架并给出了在计算机图形学和图像处理应用中的示例,包括纹理合成、流场可视化以及定义在3D表面上的数据的图像和矢量场固有正则化。
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Variational problems and PDEs on implicit surfaces A summary of geometric level-set analogues for a general class of parametric active contour and surface models Combining total variation and wavelet packet approaches for image deblurring 3D automated segmentation and structural analysis of vascular trees using deformable models Diffusion-snakes: combining statistical shape knowledge and image information in a variational framework
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