DocumentCode :
3534551
Title :
Polarimetric signatures and classification of tropical land covers
Author :
Kuplich, Tatiana Mora ; Shimabukuro, Yosio Edemir ; Servello, Emerson ; Sano, Edson
Author_Institution :
Centro Regional Sul de Pesquisas Espaciais (CRS), INPE, Santa Maria, Brazil
Volume :
5
fYear :
2009
fDate :
12-17 July 2009
Abstract :
Polarimetric signatures for different tropical land covers were extracted from RADARSAT-2 data. Subsequently, the data were classified. The objective of this work was to assess the potential of RADARSAT-2 polarimetric C band data on land cover mapping. RADARSAT-2 data were acquired over Tapajos National Forest, a tropical forest reserve in Brazil, and surroundings, in September 2008. A field campaign was conducted during the same week of the SAR data recording. Polarimetric signatures for the different land covers were extracted for co- and cross-polarised bands and results indicated the variety of scattering mechanisms in the study area. Following that, the coherence and covariance matrices were used for the Freeman-Durden target decomposition, which decomposed the image targets in new bands representing the main scattering mechanism in the resolution cells - corner reflection, volumetric and superficial. Data were later classified by a k-means-Wishart classifier. The bands representing volumetric and superficial scattering helped discriminating vegetated and non-vegetated areas. Classification accuracy reached around 80% for forest and pasture/bare soil classes. For the remaining classes, the classification accuracy results did not reach 50%.
Keywords :
geophysical image processing; radar polarimetry; remote sensing by radar; spaceborne radar; synthetic aperture radar; vegetation mapping; AD 2008 09; Brazil; Freeman-Durden target decomposition; RADARSAT-2 polarimetric C band data; Tapajos National Forest; classification accuracy; co-polarised bands; coherence matrix; corner reflection; covariance matrix; cross-polarised bands; image targets; k-means-Wishart classifier; land cover mapping; polarimetric signatures; scattering mechanism; soil classes; superficial scattering; tropical land covers; volumetric scattering; Agriculture; Backscatter; Covariance matrix; Data mining; Layout; Polarization; Radar scattering; Reflection; Soil; Synthetic aperture radar; RADARSAT-2; classification; polarimetric signatures; target decomposition; tropical land cover;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium,2009 IEEE International,IGARSS 2009
Conference_Location :
Cape Town
Print_ISBN :
978-1-4244-3394-0
Electronic_ISBN :
978-1-4244-3395-7
Type :
conf
DOI :
10.1109/IGARSS.2009.5417717
Filename :
5417717
Link To Document :
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