Image registration and change detection method based on wavelet transform and SURF algorithm

被引：0
|
作者：
Jiang, Zhaozhen [1 ,2 ]
Zhang, Yanhou [1 ,2 ]
Zhai, Hao [1 ,2 ]
机构：
[1] Army Acad Artillery & Air Def Forces, Dept Informat Engn, Hefei 230031, Peoples R China
[2] Anhui Prov Key Lab Polarized Imaging Detect Techn, Hefei 230031, Peoples R China
来源：
MIPPR 2019: AUTOMATIC TARGET RECOGNITION AND NAVIGATION | 2020年 / 11429卷
关键词：
Image change detection; Image registration; Wavelet transform; Bidirectional registration; Adaptive threshold;
D O I：
10.1117/12.2542897
中图分类号：
O43 [光学];
学科分类号：
070207 ; 0803 ;
摘要：
Aiming at the accuracy and speed of image change detection, an improved registration algorithm combining wavelet transform and SURF algorithm is proposed, and image change detection is completed by an image adaptive constraint threshold method. Firstly, the image is decomposed based on wavelet transform and the low-dimensional components are coarsely registered by SURF. Then the image is dimension reduced by PCA, and the obtained feature points are coarsely registered according to the bidirectional registration criterion. Then the RANSAC algorithm is used to select the exact one. The registration point is the least-squares fitting registration of the image. Finally, the image is detected by the adaptive constraint threshold method based on the mean ratio difference map based on the precise registration. The experimental results show that the accuracy and speed of the registration algorithm are better than those of SIFT and SURF. The detection method is better and the detection accuracy is improved.
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收藏
页数：9
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