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Volume 30 Issue 7
Jan.  2011
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Zhang Hui, Wang Jian-guo. SAR Image Change Detection Algorithm Based on Principal Component Analysis[J]. Journal of Electronics & Information Technology, 2008, 30(7): 1727-1730. doi: 10.3724/SP.J.1146.2006.01997
Citation: Zhang Hui, Wang Jian-guo. SAR Image Change Detection Algorithm Based on Principal Component Analysis[J]. Journal of Electronics & Information Technology, 2008, 30(7): 1727-1730. doi: 10.3724/SP.J.1146.2006.01997

SAR Image Change Detection Algorithm Based on Principal Component Analysis

doi: 10.3724/SP.J.1146.2006.01997
  • Received Date: 2006-12-18
  • Rev Recd Date: 2007-06-25
  • Publish Date: 2008-07-19
  • This paper presents an algorithm about SAR image change detection based on Principal Component Analysis(PCA). This method reshapes the SAR images matrix into vectors, and analyzes the matrix which is composed of the two vectors with PCA process, getting a conclusion that the minor component image is the change portion. This paper also realizes high-effectively the algorithm for SAR image change detection . Finally, compared with the methods based on the Log-Ratio and Multi-Block PCA, it is proved to be valid and effective.
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  • 黄勇,王建国,黄顺吉. 基于图像分割的SAR图像变化检测算法及实现. 信号处理,2005, 21(2): 149-152.Huang Yong, Wang Jianguo, and Huang Shunji. SAR imagechange detection based on image segmentation. SignalProcessing, 2005, 21(2): 149-152.[2]Qiu B, Prinet V, Perrier E, and Monga O. Multi-block PCAmethod for image change detection. Proceedings of the 12thInternational Conference on Image Analysis and Processing,Mantova, Italy, 17-19 Sept, 2003: 385-390.[3]Zhang Shiqing and Lu Hanqing. Learning texture classifierfor flooded region detection in SAR images. InternationalConference on Computer Graphics, Imaging and Vision: NewTrends, Beijing, China, 26-29 July, 2005: 93-98.[4]Bazi Y, Bruzzone L, and Melgani F. Automatic identificationof the number and values of decision thresholds in thelog-ratio image for change detection in SAR images[J].IEEEGeoscience and Remote Sensing Letters.2006, 3(3):349-353[5]Carincotte C, Derrode S, and Bourennane S. Unsupervisedchange detection on SAR images using fuzzy hidden markovchains[J].IEEE Transactions on Geoscience and RemoteSensing.2006, 44(2):432-441
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