Feature matching using guidance-constraint method
Wang, Zhiheng1; Wang, Zhifei1; Liu, Hongmin1; Huo, Zhanqiang1; Fan, Bin2
2016-10-01
发表期刊IET COMPUTER VISION
卷号10期号:7页码:718-727
文章类型Article
摘要Image distortions and repetitive patterns widely exist in real images, which results in that feature matching is still a challenging problem though great progress has been made recently. This study presents a matching method, called guidance-constraints method (GCM), which has obvious advantages in resolving problems of matching features on images with image distortions or repetitive patterns. In GCM, feature points are paired and connection compatibility is introduced to describe the relative geometric relations among features, and then potential matches are found by using the defined geometric guidance and are verified by using the defined geometric constraints. Experimental evaluation shows that the proposed GCM can significantly improve both the number of correct matches and correct ratio under various image transformations, especially more effective on images with distortions or containing repetitive patterns.
WOS标题词Science & Technology ; Technology
DOI10.1049/iet-cvi.2015.0354
关键词[WOS]PERFORMANCE EVALUATION ; REPETITIVE PATTERNS ; OBJECT RECOGNITION ; DESCRIPTOR ; CONTEXT
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61272394 ; programme for Science & Technology Innovation Talents in Universities of Henan Province(13HASTIT039) ; HPU Innovative Research Team(T2014-3) ; HPU Distinguished Young Scholars(J2013-2) ; 61572173 ; 61472119 ; 61472373)
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号WOS:000396098100012
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/15073
专题模式识别国家重点实验室_先进数据分析与学习
作者单位1.Henan Polytech Univ, Sch Comp Sci & Tech, Jiaozuo 454000, Peoples R China
2.Chinese Acad Sci, Inst Automat, NLPR, Beijing 100190, Peoples R China
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GB/T 7714
Wang, Zhiheng,Wang, Zhifei,Liu, Hongmin,et al. Feature matching using guidance-constraint method[J]. IET COMPUTER VISION,2016,10(7):718-727.
APA Wang, Zhiheng,Wang, Zhifei,Liu, Hongmin,Huo, Zhanqiang,&Fan, Bin.(2016).Feature matching using guidance-constraint method.IET COMPUTER VISION,10(7),718-727.
MLA Wang, Zhiheng,et al."Feature matching using guidance-constraint method".IET COMPUTER VISION 10.7(2016):718-727.
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