中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
A Correspondence Selection Method Based on Same Object and Same Position Constraints

文献类型:期刊论文

作者Hongxuan Ma2; Ruxiang Hua2; Wei Zou2; Siyang Sun2; Daqi Huang1
刊名Measure And Control
出版日期2023
页码1-12
关键词Correspondence selection the same object constraint the same position constraint image processing
ISSN号0020-2940
英文摘要


Establishing robust correspondences between two images is important for computer version tasks. However, in the real scene incorrect correspondences are inevitable no matter what kind of correspondence matching algorithms are adopted due to some complex factors, such as illumination, occlusion, and so on. To reduce the number of incorrect correspondences, an algorithm with the same object and same position constraints (SOSPC), is proposed to remove wrong correspondences from the given putative correspondences in this paper. The algorithm is based on the fact that in the given image pairs correct correspondences locate at the same position on the same objects. To select the correspondences on the same objects, an object matching method based on the correspondences selected by GMS is proposed. To select the correspondences on the correct positions, an iterative fundamental matrix estimation method based on clustering is presented. The experimental results have validated the effectiveness of the same object and the same position constraints, and the method achieves the state-of-art performance on five datasets.

语种英语
源URL[http://ir.ia.ac.cn/handle/173211/57272]  
专题多模态人工智能系统全国重点实验室
作者单位1.北京航空航天大学
2.中国科学院自动化研究所
推荐引用方式
GB/T 7714
Hongxuan Ma,Ruxiang Hua,Wei Zou,et al. A Correspondence Selection Method Based on Same Object and Same Position Constraints[J]. Measure And Control,2023:1-12.
APA Hongxuan Ma,Ruxiang Hua,Wei Zou,Siyang Sun,&Daqi Huang.(2023).A Correspondence Selection Method Based on Same Object and Same Position Constraints.Measure And Control,1-12.
MLA Hongxuan Ma,et al."A Correspondence Selection Method Based on Same Object and Same Position Constraints".Measure And Control (2023):1-12.

入库方式: OAI收割

来源:自动化研究所

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