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Topology Matching for Fully Automatic Similarity Estimation of 3D Shapes

机译:拓扑匹配3D形状的全自动相似性估计

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摘要

There is a growing need to be able to accurately and efficiently search visual data sets, and in particular, 3D shape data sets. This paper proposes a novel technique, called Topology Matching, in which similarity between polyhedral models is quickly, accurately, and automatically calculated by comparing Multiresolutional Reeb Graphs (MRGs). The MRG thus operates well as a search key for 3D shape data sets. In particular, the MRG represents the skeletal and topological structure of a 3D shape at various levels of resolution. The MRG is constructed using a continuous function on the 3D shape, which may preferably be a function of geodesic distance because this function is invariant to translation and rotation and is also robust against changes in connectivities caused by a mesh simplification or subdivision. The similarity calculation between 3D shapes is processed using a coarse-to-fine strategy while preserving the consistency of the graph structures, which results in establishing a correspondence between the parts of objects. The similarity calculation is fast and efficient because it is not necessary to determine the particular pose of a 3D shape, such as a rotation, in advance. Topology Matching is particularly useful for interactively searching for a 3D object because the results of the search fit human intuition well.
机译:越来越需要能够准确和有效地搜索视觉数据集,特别是3D形状数据集。本文提出了一种称为拓扑匹配的新技术,其中多面体模型之间的相似性快速,准确,并通过比较多分辨率Reeb图(MRGS)来自动计算。因此,MRG作为3D形状数据集的搜索密钥操作。特别地,MRG表示在分辨率各级的3D形状的骨骼和拓扑结构。 MRG在3D形状上使用连续函数构建,这可以优选地是测地距的函数,因为该功能是不变的转换和旋转,并且对由网格简化或细分引起的连接性的变化也是稳健的。使用粗到精细的策略处理3D形状之间的相似性计算,同时保留图形结构的一致性,这导致在对象的部分之间建立对应关系。相似性计算是快速且有效的,因为不需要预先确定3D形状的特定姿势,例如旋转。拓扑匹配对于交互式搜索3D对象特别有用,因为搜索适合人类直觉的结果。

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