A detail-preserving scale-driven approach to change detection in multitemporal SAR images

被引:317
作者
Bovolo, F [1 ]
Bruzzone, L [1 ]
机构
[1] Univ Trent, Dept Informat & Commun Technol, I-38050 Trento, Italy
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2005年 / 43卷 / 12期
关键词
change detection; image analysis; multiscale image decomposition; remote sensing; synthetic aperture radar (SAR);
D O I
10.1109/TGRS.2005.857987
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
This paper presents a novel approach to change detection in multitemporal synthetic aperture radar (SAR) images. The proposed approach exploits a wavelet-based multiscale decomposition of the log-ratio image (obtained by a comparison of the original multitemporal data) aimed at achieving different scales (levels) of representation of the change signal. Each scale is characterized by a different tradeoff between speckle reduction and preservation of geometrical details. For each pixel, a subset of reliable scales is identified on the basis of a local statistic measure applied to scale-dependent log-ratio images. The final changedetection result is obtained according to an adaptive scale-driven fusion algorithm. Experimental results obtained on multitemporal SAR images acquired by the ERS-1 satellite confirm the effectiveness of the proposed approach.
引用
收藏
页码:2963 / 2972
页数:10
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