NDLI: 3D object retrieval based on histogram of local orientation using one-shot score support vector machine

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3D object retrieval based on histogram of local orientation using one-shot score support vector machine

Content Provider	Springer Nature Link
Author	Mehrdad, Vahid Ebrahimnezhad, Hossein
Copyright Year	2015
Abstract	In this paper, a content based descriptor is proposed to retrieve 3D models, which employs histogram of local orientation (HLO) as a geometric property of the shape. The proposed 3D model descriptor scheme consists of three steps. In the first step, Poisson equation is utilized to define a 3D model signature. Next, the local orientation is calculated for each voxel of the model using Hessian matrix. As the final step, a histogram-based 3D model descriptor is extracted by accumulating the values of the local orientation in bins. Due to efficiency of Poisson equation in describing the models with various structures, the proposed descriptor is capable of discriminating these models accurately. Since, the inner voxels have a dominant contribution in the formation of the descriptor, sufficient robustness against noise can be achieved. This is because the noise mostly influences the boundary voxels. Furthermore, we improve the retrieval performance using support vector machine based one-shot score (SVM-OSS) similarity measure, which is more efficient than the conventional methods to compute the distance of feature vectors. The rotation normalization is performed employing the principal component analysis. To demonstrate the applicability of HLO, we implement experimental evaluations of precisionrecall curve on ESB, PSB and WM-SHREC databases of 3D models. Experimental results validate the effectiveness of the proposed descriptor compared to some current methods.
Starting Page	990
Ending Page	1005
Page Count	16
File Format	PDF
ISSN	20952228
Journal	Frontiers of Computer Science in China
Volume Number	9
Issue Number	6
e-ISSN	20952236
Language	English
Publisher	Higher Education Press
Publisher Date	2015-07-05
Publisher Institution	Chinese Universities
Publisher Place	Beijing
Access Restriction	One Nation One Subscription (ONOS)
Subject Keyword	3D model retrieval histogram of local orientation visual based shape descriptor poisson equation Computer Science
Content Type	Text
Resource Type	Article
Subject	Theoretical Computer Science Computer Science

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1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
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9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

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