3D model retrieval using constructive-learning for cross-model correlation

doi:10.1016/j.neucom.2017.01.030

CIOMP OpenIR

	3D model retrieval using constructive-learning for cross-model correlation
	Yang, J. B.; Zhao, J.; Sun, Q.
	2018
发表期刊	Neurocomputing
ISSN	0925-2312
卷号	275 页码:2019-01-09
摘要	With the advance of 3D technology and digital image processing technique, there have been a great number of applications of 3D models, such as virtual reality, computed aided design, and entertainment. Under such circumstance, much research attention has been spent on 3D model retrieval in recent decades. Although extensive research efforts have been dedicated to this task, it is a difficult task to explore the correlation among 3D models, which is the key issue in 3D model retrieval. In this paper, we design and implement a constructive-learning for cross-model correlation algorithm for 3D model retrieval. In this method, we first extract view features from multi-views of 3D models. To exploit the cross-model correlation, we formulate the correlation of 3D models in a hypergraph structure, where both the vertex correlation and the edge correlation are simultaneously learned in a constructive-learning process. Then, the correlation of each model to the query can be used for retrieval. To justify the performance of our proposed algorithm, we have implemented the method and tested on two datasets. We have compared it with recent state-of-the-art methods, and the results have shown superior performance of our proposed method. (c) 2017 Published by Elsevier B.V.
关键词	3D model retrieval Cross-model correlation Constructive-learning 3-d object retrieval zernike moments hyper-graphs recognition search descriptor databases images views 2-d Computer Science
DOI	10.1016/j.neucom.2017.01.030
收录类别	SCI ; EI
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/60861
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	Yang, J. B.,Zhao, J.,Sun, Q.. 3D model retrieval using constructive-learning for cross-model correlation[J]. Neurocomputing,2018,275:2019-01-09.
APA	Yang, J. B.,Zhao, J.,&Sun, Q..(2018).3D model retrieval using constructive-learning for cross-model correlation.Neurocomputing,275,2019-01-09.
MLA	Yang, J. B.,et al."3D model retrieval using constructive-learning for cross-model correlation".Neurocomputing 275(2018):2019-01-09.

条目包含的文件		下载所有文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
3D model retrieval u（2079KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载