Introducing locally affine-invariance constraints into lunar surface image correspondence | |
Zhang, Yu-Ren1![]() ![]() ![]() ![]() | |
刊名 | NEUROCOMPUTING
![]() |
2016-04-19 | |
卷号 | 186期号:无页码:258-270 |
关键词 | Keypoint correspondence Point ambiguity Graph matching Lunar image processing |
通讯作者 | Yang, Xu |
英文摘要 | This paper aims to solve the keypoint correspondence problem in lunar surface images, a typical correspondence task under point ambiguity. Point ambiguity may be caused by repetitive patterns, cluttered scenes, and outliers in the images, which makes the local descriptors less discriminative. In this paper we introduce locally affine-invariance constraints on graphs to tackle the keypoint correspondence problem under point ambiguity. The key idea is that each point can be represented with the affine combination of its neighbors. It is suitable for our problem because it is not only invariant to scale and rotational change, but also more resistant to outliers. Specifically, we introduce the locally affine-invariance constraints into the subgraph matching problem and the common subgraph matching problem. The locally affine-invariance constraint is not directly applicable on common subgraph matching due to its dependency on awareness of selected keypoints. This problem is approximately addressed by solving a series of reliable matching identification and rematching problems. In the experiments, we first apply the proposed method on standard graph matching datasets to evaluate its effectiveness on general correspondence problem under point ambiguity, and second validate the applicability on the lunar surface image dataset. (C) 2016 Elsevier B.V. All rights reserved. |
WOS标题词 | Science & Technology ; Technology |
类目[WOS] | Computer Science, Artificial Intelligence |
研究领域[WOS] | Computer Science |
关键词[WOS] | ROBUST ; GNCCP |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000374366300025 |
内容类型 | 期刊论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/11629] ![]() |
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, Peoples R China 2.Beijing Aerosp Flight Control Ctr, Beijing, Peoples R China 3.Chinese Acad Sci, CEBSIT, Shanghai, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang, Yu-Ren,Yang, Xu,Qiao, Hong,et al. Introducing locally affine-invariance constraints into lunar surface image correspondence[J]. NEUROCOMPUTING,2016,186(无):258-270. |
APA | Zhang, Yu-Ren,Yang, Xu,Qiao, Hong,Liu, Zhi-Yong,&Liu, Chuan-Kai.(2016).Introducing locally affine-invariance constraints into lunar surface image correspondence.NEUROCOMPUTING,186(无),258-270. |
MLA | Zhang, Yu-Ren,et al."Introducing locally affine-invariance constraints into lunar surface image correspondence".NEUROCOMPUTING 186.无(2016):258-270. |
个性服务 |
查看访问统计 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论