Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1109/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 |
ISBN | 978-1-4244-5653-6 |
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 |
推荐引用方式 GB/T 7714 | 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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