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  4. Analysis of the potentiality of multi-temporal COSMO-SkyMed ® data for classifying summer crops
 
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Analysis of the potentiality of multi-temporal COSMO-SkyMed ® data for classifying summer crops

Author(s)
Rocchini, Guarini
Bruzzone, L.
Santoni, M.
Vuolo, F.
Dini, Luigi  
Date Issued
2016
Publisher
Institute of Electrical and Electronics Engineers Inc.
Abstract
The exploitation of the high revisit time (8-16 days) by the COSMO-SkyMed® (CSK®) satellites is an important opportunity for agricultural mapping. This study aims at evaluating CSK® potentiality to classify different crop types, with CSK® multi-temporal images collected over the agricultural site of Marchfeld, in Austria. Two different time series of CSK® HIMAGE SAR scenes, at 3m resolution, 9 at HH and 9 at VH polarization were taken during the vegetation season (from April to October 2014). CSK® data were processed and analyzed to investigate crop signatures from CSK® backscattering coefficient of five crop types, namely carrot, corn, potato, soybean and sugarbeet. In situ field observations were conducted during the SAR data acquisition. CKS® data were overlaid with crop fields ground truth. A Support Vector Machine (SVM) classification method has been applied. The classification results yield very promising overall classification accuracies using the combination of HH and VH polarization. © 2016 IEEE.
URI
https://hdl.handle.net/20.500.13025/5925
Volume
2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
DOI
10.1109/IGARSS.2016.7729820
URL
https://ieeexplore.ieee.org/document/7729820/authors
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