A Local Structural Descriptor for Image Matching via Normalized Graph Laplacian Embedding | |
Tang, Jun1; Shao, Ling2; Li, Xuelong3; Lu, Ke4,5; Shao, L | |
作者部门 | 光学影像学习与分析中心 |
2016-02-01 | |
发表期刊 | IEEE TRANSACTIONS ON CYBERNETICS |
ISSN | 2168-2267 |
卷号 | 46期号:2页码:410-420 |
产权排序 | 3 |
摘要 | This paper investigates graph spectral approaches to the problem of point pattern matching. Specifically, we concentrate on the issue of how to effectively use graph spectral properties to characterize point patterns in the presence of positional jitter and outliers. A novel local spectral descriptor is proposed to represent the attribute domain of feature points. For a point in a given point-set, weight graphs are constructed on its neighboring points and then their normalized Laplacian matrices are computed. According to the known spectral radius of the normalized Laplacian matrix, the distribution of the eigen-values of these normalized Laplacian matrices is summarized as a histogram to form a descriptor. The proposed spectral descriptor is finally combined with the approximate distance order for recovering correspondences between point-sets. Extensive experiments demonstrate the effectiveness of the proposed approach and its superiority to the existing methods. |
文章类型 | Article |
关键词 | Graph Spectrum Local Structural Descriptor Normalized Laplacian Matrix Point Pattern Matching (Ppm) |
学科领域 | Computer Science, Artificial Intelligence |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.1109/TCYB.2015.2402751 |
收录类别 | SCI ; EI |
关键词[WOS] | FEATURES ; RECOGNITION ; CONSTRAINTS ; RETRIEVAL ; ALGORITHM ; SPECTRA ; MEMORY ; MODEL |
语种 | 英语 |
WOS研究方向 | Computer Science |
项目资助者 | National Natural Science Foundation of China(61172127 ; Key Research Program of the Chinese Academy of Sciences(KGZD-EW-T03) ; 61201396 ; 61125106) |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Cybernetics |
WOS记录号 | WOS:000370962900008 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/27857 |
专题 | 光谱成像技术研究室 |
通讯作者 | Shao, L |
作者单位 | 1.Anhui Univ, Minist Educ, Key Lab Intelligent Comp & Signal Proc, Hefei 230039, Peoples R China 2.Northumbria Univ, Dept Comp Sci & Digital Technol, Newcastle Upon Tyne NE1 8ST, Tyne & Wear, England 3.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr OPT IMagery Anal & Learning OPTIMAL, Xian 710119, Peoples R China 4.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 5.Beijing Ctr Math & Informat Interdisciplinary Sci, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Tang, Jun,Shao, Ling,Li, Xuelong,et al. A Local Structural Descriptor for Image Matching via Normalized Graph Laplacian Embedding[J]. IEEE TRANSACTIONS ON CYBERNETICS,2016,46(2):410-420. |
APA | Tang, Jun,Shao, Ling,Li, Xuelong,Lu, Ke,&Shao, L.(2016).A Local Structural Descriptor for Image Matching via Normalized Graph Laplacian Embedding.IEEE TRANSACTIONS ON CYBERNETICS,46(2),410-420. |
MLA | Tang, Jun,et al."A Local Structural Descriptor for Image Matching via Normalized Graph Laplacian Embedding".IEEE TRANSACTIONS ON CYBERNETICS 46.2(2016):410-420. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
A Local Structural D(2230KB) | 期刊论文 | 作者接受稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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