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Spatial frequency representations for three-dimensional surfaces.

机译:三维表面的空间频率表示。

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Medical imaging, modeling, computer graphics, and computer vision are fields that represent and manipulate three dimensional surfaces. Such surfaces are often represented by irregularly spaced points connected into a mesh of edges and faces. There are many classical signal processing techniques which would also be useful in surface representations. In particular, frequency domain representations of surfaces could be used for filtering, classification, and other tasks. We develop a frequency representation for surfaces using results and methods from nonuniform sampling theory. We then use this representation to adjust the number of samples in a surface as it is deformed to match a target object.; The general organization of this dissertation is as follows. First, we introduce the objective and describe potential applications. Next, we review relevant background material from geometry and signal processing, describe current shape analysis methods, and review useful or related results from the literature. We then present the continuous and discrete versions of our frequency representation for surfaces, including a set of procedures developed in response to specific problems with the surface representation. Next, we use these techniques to adjust the number of samples in a deformable model. Finally, we review the current status of this investigation, and outline the anticipated course of future work.
机译:医学成像,建模,计算机图形学和计算机视觉是表示和操纵三维表面的领域。这样的表面通常由连接到边缘和面的网格中的不规则间隔的点表示。有许多经典的信号处理技术在表面表示中也很有用。特别地,表面的频域表示可以用于过滤,分类和其他任务。我们使用非均匀采样理论的结果和方法来开发表面的频率表示。然后,当表面变形以匹配目标对象时,我们使用此表示来调整表面中的样本数量。本文的总体结构如下。首先,我们介绍目标并描述潜在的应用。接下来,我们从几何和信号处理中回顾相关的背景材料,描述当前的形状分析方法,并从文献中回顾有用或相关的结果。然后,我们介绍了表面频率表示的连续和离散版本,包括针对表面表示的特定问题开发的一组程序。接下来,我们使用这些技术来调整可变形模型中的样本数量。最后,我们回顾了该调查的当前状态,并概述了未来工作的预期过程。

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