C-Band SAR Data for Mapping Crops Dominated by Surface or Volume Scattering

被引:55
|
作者
Satalino, Giuseppe [1 ]
Balenzano, Anna [1 ]
Mattia, Francesco [1 ]
Davidson, Malcolm W. J. [2 ]
机构
[1] CNR, Ist Studi Sistemi Intelligenti Automaz, I-70126 Bari, Italy
[2] European Space Agcy, Estec, NL-2201 Noordwijk, Netherlands
关键词
Crop classification; cross-polarized synthetic aperture radar (SAR) data; Sentinel-1 (S-1); synthetic aperture radar (SAR); SOIL-MOISTURE RETRIEVAL; BACKSCATTERING; SIGNATURES; FLEVOLAND; MODEL;
D O I
10.1109/LGRS.2013.2263034
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
In this letter, a C-band SAR classification algorithm mapping agricultural crops dominated by surface or volume scattering is derived and assessed. The algorithm is an adaptive thresholding method based on the iterative solution of the Kittler-Illingworth method applied to exploit temporal series of cross-polarized SAR data. The performances of the classification algorithm have been assessed on ENVISAT ASAR data acquired over Gormin (Germany) during the AgriSAR'06 campaign and on RADARSAT-2 data acquired over Flevoland (The Netherlands) and Indian Head (Canada) during the ESA AgriSAR'09 campaign. The results indicate that the classification method improves the accuracy with respect to the one obtained by the threshold method based on a constant value, unless the data distributions are mono-modal. The algorithm is fast and robust versus changes of site location and it is expected to achieve an average overall accuracy better than 80%.
引用
收藏
页码:384 / 388
页数:5
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