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Controlling Meshes via Curvature: Spin Transformations for Pose-Invariant Shape Processing

机译:通过曲率控制网格:用于姿态不变形状处理的自旋变换

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We investigate discrete spin transformations, a geometric framework to manipulate surface meshes by controlling mean curvature. Applications include surface fairing - flowing a mesh onto say, a reference sphere - and mesh extrusion - e.g., rebuilding a complex shape from a reference sphere and curvature specification. Because they operate in curvature space, these operations can be conducted very stably across large deformations with no need for remeshing. Spin transformations add to the algorithmic toolbox for pose-invariant shape analysis. Mathematically speaking, mean curvature is a shape invariant and in general fully characterizes closed shapes (together with the metric). Computationally speaking, spin transformations make that relationship explicit. Our work expands on a discrete formulation of spin transformations. Like their smooth counterpart, discrete spin transformations are naturally close to conformal (angle-preserving). This quasi-conformality can nevertheless be relaxed to satisfy the desired trade-off between area distortion and angle preservation. We derive such constraints and propose a formulation in which they can be efficiently incorporated. The approach is showcased on subcortical structures.
机译:我们研究了离散的自旋变换,这是一种通过控制平均曲率来操纵曲面网格的几何框架。应用包括曲面整流罩-将网格流动到例如参考球上-以及网格挤出-例如根据参考球和曲率规格重建复杂的形状。由于它们在曲率空间中进行操作,因此可以在不需要变形的情况下非常稳定地对大变形进行这些操作。自旋变换将添加到算法工具箱中,以进行姿势不变的形状分析。从数学上讲,平均曲率是形状不变的,通常可以完全代表闭合形状(与度量标准一起)的特征。从计算上讲,自旋变换使该关系明确。我们的工作扩展了自旋变换的离散形式。像它们的平滑对应物一样,离散的自旋变换自然接近保形的(保角)。尽管如此,这种准保形性可以被放宽以满足在面积畸变和角度保持之间的期望的折衷。我们推导了这样的约束条件,并提出了一种可以将它们有效地合并的表述。该方法在皮层下结构上展示。

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