Details of Research Outputs

TitleAnisotropic diffusion map based spectral embedding for 3D CAD model retrieval
Creator
Date Issued2016
Conference Name14th IEEE International Conference on Industrial Informatics, INDIN 2016
Source Publication2016 IEEE 14th International Conference on Industrial Informatics (INDIN)
ISBN9781509028702
ISSN1935-4576
Pages1078-1081
Conference Date19 July 2016 through 21 July 2016
Conference PlacePoitiers, France
PublisherInstitute 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.

Keyword3D model diffusion map dimensionality reduction shape matching
DOI10.1109/INDIN.2016.7819325
URLView source
Indexed ByCPCI-S
Language英语English
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Hardware & Architecture ; Engineering, Industrial
WOS IDWOS:000393551200170
Citation statistics
Cited Times:1[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeConference paper
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/4322
CollectionResearch 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.
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