CASIA OpenIR  > 模式识别国家重点实验室  > 先进数据分析与学习
Feature matching using guidance-constraint method
Wang, Zhiheng1; Wang, Zhifei1; Liu, Hongmin1; Huo, Zhanqiang1; Fan, Bin2
Source PublicationIET COMPUTER VISION
2016-10-01
Volume10Issue:7Pages:718-727
SubtypeArticle
AbstractImage 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 HeadingsScience & Technology ; Technology
DOI10.1049/iet-cvi.2015.0354
WOS KeywordPERFORMANCE EVALUATION ; REPETITIVE PATTERNS ; OBJECT RECOGNITION ; DESCRIPTOR ; CONTEXT
Indexed BySCI
Language英语
Funding OrganizationNational 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 Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS IDWOS:000396098100012
Citation statistics
Cited Times:1[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/15073
Collection模式识别国家重点实验室_先进数据分析与学习
Affiliation1.Henan Polytech Univ, Sch Comp Sci & Tech, Jiaozuo 454000, Peoples R China
2.Chinese Acad Sci, Inst Automat, NLPR, Beijing 100190, Peoples R China
Recommended Citation
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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