保留多个复杂频谱滤波算子的可变形形状匹配

Qinsong Li, Yueyu Guo, Xinru Liu, Ling Hu, Feifan Luo, Shengjun Liu
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引用次数: 0

摘要

功能图框架在非刚性形状匹配方面取得了巨大成功。然而,传统的功能图表示法没有明确地编码表面方向,这很容易导致方向反转对应。复杂功能图通过连接定向切线束来解决这一问题,从而有利于实现保全方向的对应。然而,由于对复合函数图缺乏有效的限制,它们无法获得高质量的对应关系。为此,我们引入了新颖而强大的约束条件,通过结合多个具有严格理论保证的复谱滤波算子保全约束条件来确定复函数映射。这些约束编码了表面方向信息,并强制执行映射的等距特性。基于这些约束条件,我们提出了一种新颖、高效的方法,通过交替更新功能图、复合功能图和点图,获得方向保护和精确的跨形状对应关系。广泛的实验证明了我们在对应质量和计算效率方面的显著改进。此外,我们的约束条件可以很容易地适用于其他基于功能图的方法,以提高它们的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Deformable shape matching with multiple complex spectral filter operator preservation

The functional maps framework has achieved remarkable success in non-rigid shape matching. However, the traditional functional map representations do not explicitly encode surface orientation, which can easily lead to orientation-reversing correspondence. The complex functional map addresses this issue by linking oriented tangent bundles to favor orientation-preserving correspondence. Nevertheless, the absence of effective restrictions on the complex functional maps hinders them from obtaining high-quality correspondences. To this end, we introduce novel and powerful constraints to determine complex functional maps by incorporating multiple complex spectral filter operator preservation constraints with a rigorous theoretical guarantee. Such constraints encode the surface orientation information and enforce the isometric property of the map. Based on these constraints, we propose a novel and efficient method to obtain orientation-preserving and accurate correspondences across shapes by alternatively updating the functional maps, complex functional maps, and pointwise maps. Extensive experiments demonstrate our significant improvements in correspondence quality and computing efficiency. In addition, our constraints can be easily adapted to other functional maps-based methods to enhance their performance.

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