Geodesic histogram based 3D deformable shape correspondence

Xiang Pan, Zhihao Cheng, J. Lin, Zhi Liu
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Abstract

Geodesic distance has been widely used in building correspondence between two 3D shapes. This paper extends previous work and proposes a correspondence method by geodesic histogram. Geodesic histogram owns two distinct characteristics for correspondence. Firstly, it captures not only the length of two feature points, but also local geometrical features along with the geodesic path. Secondly, it can support partial correspondence since it is locally stable for incomplete 3D shape. Experimental results demonstrate that our algorithm is better able to produce a correct correspondence in the case of pose variation, deformation and even missing parts. Furthermore, statistical analysis shows the proposed method obtains an obvious improvement over the similar method in the literature.
基于测地线直方图的三维可变形形状对应
测地线距离被广泛用于建立两个三维形状之间的对应关系。本文扩展了前人的工作,提出了一种基于测地线直方图的对应方法。测地线直方图具有两个明显的对应特性。首先,它不仅捕获两个特征点的长度,而且捕获随测地线路径变化的局部几何特征;其次,对于不完全三维形状,它具有局部稳定的特点,支持部分对应;实验结果表明,在姿态变化、变形甚至零件缺失的情况下,我们的算法能够更好地产生正确的对应关系。此外,统计分析表明,该方法比文献中类似的方法有明显的改进。
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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