Hierarchical Image Matching Algorithm Based On SIFT

被引:0
作者
Dou, Jianfang [1 ]
Qin, Qin [1 ]
Tu, Zimei [1 ]
机构
[1] Shanghai Polytech Univ, Dept Automat & Mech & Elect Engn, Sch Intelligent Mfg & Control Engn, Shanghai 201209, Peoples R China
来源
PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC) | 2018年
关键词
Image matching; SIFT; Harris comer; k-d tree; bidirectional matching; wavelet transform;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an algorithm for a robust template matching method based on the combination of the wavelet transform method and scale-invariant feature transform (SIFT) is proposed. Discrete wavelet transform is done firstly on a reference image and a template image, and low frequency parts of them are extracted, then we use flan-is comer detection to detect the interesting point in low frequency parts of them to determine the matching candidate region of template image in reference image, extracting SIFT features on the matching candidate region and template image, The extracted SIFT features are matched by k -d tree and bidirectional matching strategy, then we exploited the information from SIFT to comprise matching constraint and use them to get more correct matches. Experiment show that, the algorithm can improve the accuracy of matching.
引用
收藏
页码:5819 / 5822
页数:4
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