Adaptive Graph Matching
Yang, Xu1; Liu, Zhi-Yong1,2,3
2018-05-01
发表期刊IEEE TRANSACTIONS ON CYBERNETICS
卷号48期号:5页码:1432-1445
文章类型Article
摘要Establishing correspondence between point sets lays the foundation for many computer vision and pattern recognition tasks. It can be well defined and solved by graph matching. However, outliers may significantly deteriorate its performance, especially when outliers exist in both point sets and meanwhile the inlier number is unknown. In this paper, we propose an adaptive graph matching algorithm to tackle this problem. Specifically, a novel formulation is proposed to make the graph matching model adaptively determine the number of inliers and match them, then by relaxing the discrete domain to its convex hull the discrete optimization problem is relaxed to be a continuous one, and finally a graduated projection scheme is used to get a discrete matching solution. Consequently, the proposed algorithm could realize inlier number estimation, inlier selection, and inlier matching in one optimization framework. Experiments on both synthetic data and real world images witness the effectiveness of the proposed algorithm.
其他摘要
关键词Graduated Projection Graph Matching Point Correspondence Regularization Method
WOS标题词Science & Technology ; Technology
DOI10.1109/TCYB.2017.2697968
关键词[WOS]ALGORITHM ; GNCCP
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61503383 ; National Key Research and Development Plan of China(2016YFC0300801) ; 61633009 ; U1613213 ; 61375005 ; 61303174)
WOS研究方向Automation & Control Systems ; Computer Science
WOS类目Automation & Control Systems ; Computer Science, Artificial Intelligence ; Computer Science, Cybernetics
WOS记录号WOS:000429247700008
引用统计
被引频次:1[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/15484
专题复杂系统管理与控制国家重点实验室_机器人理论与应用
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 100190, Peoples R China
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Yang, Xu,Liu, Zhi-Yong. Adaptive Graph Matching[J]. IEEE TRANSACTIONS ON CYBERNETICS,2018,48(5):1432-1445.
APA Yang, Xu,&Liu, Zhi-Yong.(2018).Adaptive Graph Matching.IEEE TRANSACTIONS ON CYBERNETICS,48(5),1432-1445.
MLA Yang, Xu,et al."Adaptive Graph Matching".IEEE TRANSACTIONS ON CYBERNETICS 48.5(2018):1432-1445.
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