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

Zhaozhen Jiang; Yanhou Zhang; Hao Zhai

doi:10.1117/12.2542897

14 February 2020 Image registration and change detection method based on wavelet transform and SURF algorithm

Zhaozhen Jiang, Yanhou Zhang, Hao Zhai

Proceedings Volume 11429, MIPPR 2019: Automatic Target Recognition and Navigation; 114291B (2020) https://doi.org/10.1117/12.2542897
Event: Eleventh International Symposium on Multispectral Image Processing and Pattern Recognition (MIPPR2019), 2019, Wuhan, China

Abstract

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.

Citation Download Citation

Zhaozhen Jiang, Yanhou Zhang, and Hao Zhai "Image registration and change detection method based on wavelet transform and SURF algorithm", Proc. SPIE 11429, MIPPR 2019: Automatic Target Recognition and Navigation, 114291B (14 February 2020); https://doi.org/10.1117/12.2542897

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