3D model retrieval using principal plane analysis and dynamic programming

被引:32
作者
Kuo, Chen-Tsung
Cheng, Shyi-Chyi
机构
[1] Natl Taiwan Ocean Univ, Dept Comp Sci & Engn, Chilung 202, Taiwan
[2] Natl Kaohsiung First Univ Sci & Technol, Inst Comp & Commun Engn, Kaohsiung 824, Taiwan
关键词
3D models; 3D model retrieval; principal plane analysis; graph matching; dynamic programming;
D O I
10.1016/j.patcog.2006.06.006
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Three dimensional models play an important role in many applications; the problem is how to select the appropriate models from a 3D database rapidly and accurately. In recent years, a variety of shape representations, statistical methods, and geometric algorithms have been proposed for matching 3D shapes or models. In this paper, we propose a 3D shape representation scheme based on a combination of principal plane analysis and dynamic programming. The proposed 3D shape representation scheme consists of three steps. First, a 3D model is transformed into a 2D image by projecting the vertices of the model onto its principal plane. Second, the convex hall of the 2D shape of the model is further segmented into multiple disjoint triangles using dynamic programming. Finally, for each triangle, a projection score histogram and moments are extracted as the feature vectors for similarity searching. Experimental results showed the robustness of the proposed scheme, which resists translation, rotation, scaling, noise, and destructive attacks. The proposed 3D model retrieval method performs fairly well in retrieving models having similar characteristics from a database of 3D models. (c) 2006 Pattem Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:742 / 755
页数:14
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