Title | Anisotropic diffusion map based spectral embedding for 3D CAD model retrieval |
Creator | |
Date Issued | 2016 |
Conference Name | 14th IEEE International Conference on Industrial Informatics, INDIN 2016 |
Source Publication | 2016 IEEE 14th International Conference on Industrial Informatics (INDIN)
![]() |
ISBN | 9781509028702 |
ISSN | 1935-4576 |
Pages | 1078-1081 |
Conference Date | 19 July 2016 through 21 July 2016 |
Conference Place | Poitiers, France |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Abstract | In the product life cycle, design reuse can save cost and improve existing products conveniently in most new product development. To retrieve similar models from big database, most search algorithms convert CAD model into a shape descriptor and compute the similarity two models according to a descriptor metric. This paper proposes a new 3D shape matching approach by matching the coordinates directly. It is based on diffusion maps which integrate the rand walk and graph spectral analysis to extract shape features embedded in low dimensional spaces and then they are used to form coordinations for non-linear alignment of different models. These coordinates could capture multi-scale properties of the 3D geometric features and has shown good robustness to noise. The results also have shown better performance compared to the celebrated Eigenmap approach in the 3D model retrieval. © 2016 IEEE. |
Keyword | 3D model diffusion map dimensionality reduction shape matching |
DOI | 10.1109/INDIN.2016.7819325 |
URL | View source |
Indexed By | CPCI-S |
Language | 英语English |
WOS Research Area | Computer Science ; Engineering |
WOS Subject | Computer Science, Hardware & Architecture ; Engineering, Industrial |
WOS ID | WOS:000393551200170 |
Citation statistics | |
Document Type | Conference paper |
Identifier | http://repository.uic.edu.cn/handle/39GCC9TT/4322 |
Collection | Research outside affiliated institution |
Affiliation | 1.Department of Automation, University of Science and Technology of China, Hefei, 230026, China 2.Institute of Advanced Manufacturing Technology, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Huihong Building, Changwu Middle Road 801, Changzhou, Jiangsu, 213164, China 3.Institute for Intelligent Systems, University of Johannesburg, South Africa |
Recommended Citation GB/T 7714 | Lin, Xin,Zhu, Kunpeng,Wang, Qingguo. Anisotropic diffusion map based spectral embedding for 3D CAD model retrieval[C]: Institute of Electrical and Electronics Engineers Inc., 2016: 1078-1081. |
Files in This Item: | There are no files associated with this item. |
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment