URBAN LAND COVER CHANGE TYPES IDENTIFICATION USING FULLY POLARIMETRIC SAR DESCRIPTORS

被引:0
|
作者
Xie, Lei [1 ,2 ]
Zhang, Hong [1 ]
Wang, Chao [1 ]
机构
[1] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100094, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
基金
中国国家自然科学基金;
关键词
PolSAR; polarimetric descriptors; superpixel segmentation; change types identification;
D O I
10.1109/IGARSS.2016.7730231
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Land cover change detection has long been a hot field in polarimetric synthetic aperture radar (SAR) applications. In certain cases, we care not only the changed areas but also from which type to another. This paper presents a supervised urban land cover change types identification method using a series of polarimetric descriptors from SAR observables and polarimetric decomposition. The normalized difference ratio (NDR) operators are generated firstly using the polarimetric descriptors from SAR images acquired in different dates; these operators are then trained according to the selected training sets and used to identify the remaining samples. A modified superpixel segmentation method for polarimetric interferometric SAR (Pol-InSAR) datasets is introduced to improve the accuracy of the experimental result. Radarsat-2 fully polarimetric SAR (PolSAR) images acquired over Suzhou city, China on 9 April 2009 and 15 June 2010 are used in our experiments, the identification accuracies for all changed land cover types are over 80%, which demonstrates the effectiveness and usefulness of the proposed method.
引用
收藏
页码:4718 / 4721
页数:4
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