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一种用于三角形表面网格的紧凑形状描述符。

A Compact Shape Descriptor for Triangular Surface Meshes.

作者信息

Gao Zhanheng, Yu Zeyun, Pang Xiaoli

机构信息

College of Computer Science and Technology, Jilin University, China.

Department of Computer Science, University of Wisconsin at Milwaukee, USA.

出版信息

Comput Aided Des. 2014 Aug 1;53:62-69. doi: 10.1016/j.cad.2014.03.008.

Abstract

Three-dimensional shape-based descriptors have been widely used in object recognition and database retrieval. In the current work, we present a novel method called compact Shape-DNA (cShape-DNA) to describe the shape of a triangular surface mesh. While the original Shape-DNA technique provides an effective and isometric-invariant descriptor for surface shapes, the number of eigenvalues used is typically large. To further reduce the space and time consumptions, especially for large-scale database applications, it is of great interest to find a more compact way to describe an arbitrary surface shape. In the present approach, the standard Shape-DNA is first computed from the given mesh and then processed by surface area-based normalization and line subtraction. The proposed cShape-DNA descriptor is composed of some low frequencies of the discrete Fourier transform of the processed Shape-DNA. Several experiments are shown to illustrate the effectiveness and efficiency of the cShape-DNA method on 3D shape analysis, particularly on shape comparison and classification.

摘要

基于三维形状的描述符已广泛应用于目标识别和数据库检索。在当前工作中,我们提出了一种名为紧凑形状DNA(cShape-DNA)的新方法来描述三角面片网格的形状。虽然原始的形状DNA技术为表面形状提供了一种有效且等距不变的描述符,但所使用的特征值数量通常很大。为了进一步减少空间和时间消耗,特别是对于大规模数据库应用,找到一种更紧凑的方式来描述任意表面形状非常有意义。在本方法中,首先从给定的网格计算标准形状DNA,然后通过基于表面积的归一化和线减法进行处理。所提出的cShape-DNA描述符由处理后的形状DNA的离散傅里叶变换的一些低频分量组成。通过几个实验来说明cShape-DNA方法在三维形状分析上的有效性和效率,特别是在形状比较和分类方面。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e16f/4041874/a582aaa398de/nihms-585198-f0001.jpg

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