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Point correspondence by a new third order graph matching algorithm

文献类型：期刊论文

作者Yang, Xu1; Qiao, Hong1,2,3; Liu, Zhi-Yong1,2,3
刊名PATTERN RECOGNITION
出版日期2017-05-01
卷号65期号:0页码:108-118
关键词Graph matching Point correspondence High order constraints Adjacency tensor
英文摘要The correspondence between point sets is a fundamental problem in pattern recognition, which is often formulated and solved by graph matching. In this paper, we propose to solve the correspondence problem by a new third order graph matching algorithm. Compared with some previous hyper-graph matching algorithms, the proposed one achieves considerable memory reduction and is applicable to both undirected and directed graphs. Specifically, the correspondence is formulated by the matching between adjacency tensors encoding the third order structural information of each graph, which is then transformed to be a tractable matrix form. Two types of gradient based optimization methods, the graduated nonconvexity and concavity procedure (GNCCP) and graduated assignment (GA) algorithm, are generalized to solve the problem. Comparative experiments with state-of-the-art algorithms on both synthetic and real data witness the effectiveness of the proposed method.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
研究领域[WOS]Computer Science ; Engineering
关键词[WOS]RECOGNITION ; COMPUTATION
收录类别SCI
语种英语
WOS记录号WOS:000394197700010
源URL[http://ir.ia.ac.cn/handle/173211/14134]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_机器人应用与理论组
作者单位1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
2.Chinese Acad Sci, Ctr Excellence Brain Sci & Intelligence Technol, Shanghai 200031, Peoples R China
3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式
GB/T 7714		 Yang, Xu,Qiao, Hong,Liu, Zhi-Yong. Point correspondence by a new third order graph matching algorithm[J]. PATTERN RECOGNITION,2017,65(0):108-118.
APA Yang, Xu,Qiao, Hong,&Liu, Zhi-Yong.(2017).Point correspondence by a new third order graph matching algorithm.PATTERN RECOGNITION,65(0),108-118.
MLA Yang, Xu,et al."Point correspondence by a new third order graph matching algorithm".PATTERN RECOGNITION 65.0(2017):108-118.

入库方式： OAI收割

来源：自动化研究所

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