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作者 | Hongxuan Ma2 ; Ruxiang Hua2 ; Wei Zou2 ; Siyang Sun2 ; Daqi Huang1
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刊名 | Measure And Control
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出版日期 | 2023
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页码 | 1-12 |
关键词 | Correspondence selection
the same object constraint
the same position constraint
image processing
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ISSN号 | 0020-2940
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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.
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语种 | 英语
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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
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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
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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.
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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.
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MLA |
Hongxuan Ma,et al."A Correspondence Selection Method Based on Same Object and Same Position Constraints".Measure And Control (2023):1-12.
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