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DOI10.1109/ICIP.2009.5413393
SAR IMAGE CLASSIFICATION USING THE INSAR COHERENCE FOR SOIL DEGRADATION CARTOGRAPHY IN THE SOUTH OF TUNISIA
Elmzoughi, A.; Abdelfattah, R.; Belhadj, Z.
通讯作者Elmzoughi, A.
会议名称16th IEEE International Conference on Image Processing
会议日期NOV 07-10, 2009
会议地点Cairo, EGYPT
英文摘要

In this work we demonstrate the potentiel of the InSAR coherence in classifying regions threatened by the desertification. We propose to combine features from InSAR amplitude and coherence images into a single 3D space in which every pixel is represented by its three-values vector (master image, slave image, coherence image) then to apply the multichannel Fuzzy C-Means (FCM) clustering algorithm. Our motivation behind this proposition lies first in the fact that correlation between both of InSAR images can reduce considerably effects of the noise while preserving image details. The second fact is that coherence represents a complementary information to the SAR image amplitude that can well indicates the spatial homogeneity behavior of each contextual class. Two ERS-1 SAR images over the region of Ben Guerdane, in the South-East of Tunisia, are considered for validation.


英文关键词SAR images InSAR coherence image Classification Fuzzy c-means clustering Confusion Matrix
来源出版物2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6
出版年2009
页码1677-1680
ISBN978-1-4244-5653-6
出版者IEEE
类型Proceedings Paper
语种英语
国家Tunisia
收录类别CPCI-S
WOS记录号WOS:000280464300415
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Engineering, Electrical & Electronic
WOS研究方向Computer Science ; Engineering
资源类型会议论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/297493
作者单位Ecole Super Commun, URISA, Tunis 2083, Tunisia
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Elmzoughi, A.,Abdelfattah, R.,Belhadj, Z.. SAR IMAGE CLASSIFICATION USING THE INSAR COHERENCE FOR SOIL DEGRADATION CARTOGRAPHY IN THE SOUTH OF TUNISIA[C]:IEEE,2009:1677-1680.
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