Image matching based on multiscale increment sign correlation and iterative correction

Liping Yan*, Sai Yang, Shuo Li, Yuanqing Xia, Bo Xiao, Yang Liu, Mengyin Fu

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

By combining wavelet transform and increment sign correlation with iterative correction, we present a robust image matching method, which effectively reduced mismatch. Firstly, by decomposing the sensed image and the reference image with wavelet, smooth images are generated in coarse scales. By the use of increment and decrement information of adjacent pixels, smooth images are encoded into binary images, and the matching position can be found by use of the cross correlation function. Wavelet decomposition can effectively remove noise and greatly improve the real-time performance of matching algorithm while increment sign correlation method is not sensitive to the gray level of images. The combination of wavelet transform and increment sign correlation can deal with noise, shadow and occlusion as well as improve the matching speed compared with traditional matching methods. Considering the condition of heavy noise and occlusion that the matching method mentioned above can not find the correct position in condition of heavy noise and occlusion, we present an iterative correction image matching method, i.e. use the above matching result as prior knowledge and achieve the correct matching position by correcting matching results iteratively. Theoretical analysis shows the feasibility of the presented method, and our experiments show its validity.

源语言英语
主期刊名Proceedings of the 35th Chinese Control Conference, CCC 2016
编辑Jie Chen, Qianchuan Zhao, Jie Chen
出版商IEEE Computer Society
3946-3950
页数5
ISBN(电子版)9789881563910
DOI
出版状态已出版 - 26 8月 2016
活动35th Chinese Control Conference, CCC 2016 - Chengdu, 中国
期限: 27 7月 201629 7月 2016

出版系列

姓名Chinese Control Conference, CCC
2016-August
ISSN(印刷版)1934-1768
ISSN(电子版)2161-2927

会议

会议35th Chinese Control Conference, CCC 2016
国家/地区中国
Chengdu
时期27/07/1629/07/16

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