DocumentCode :
3308825
Title :
Land cover classification based on single-polarized VHR SAR images using texture information derived via speckle analysis
Author :
Esch, Thomas ; Schenk, Andreas ; Thiel, Michael ; Ullmann, Tobias ; Schmidt, Martin ; Dech, Stefan
Author_Institution :
German Remote Sensing Data Center (DFD), German Aerosp. Center (DLR), Oberpfaffenhofen, Germany
fYear :
2010
fDate :
25-30 July 2010
Firstpage :
1875
Lastpage :
1878
Abstract :
Speckle is a SAR specific noise effect caused by constructive and destructive interference from multiple scattering within the resolution cell of the imaging radar system that superposes the true radiometric and textural information of SAR images as a grainy `salt-and-pepper´ pattern. Fully developed speckle basically follows circular Gaussian image statistics. However, this assumption is not applicable for very high resolution SAR systems and for data showing sceneries with a significant amount of directional backscatter - e.g. urban areas. In those cases the multiple scattering processes within a resolution cell show - subject to the true structuring of the imaged area - rather a directional behavior than a random distribution. Consequently, the speckle is no longer fully developed. In our study we demonstrate how information on the local development of speckle can be used to differentiate between basic land cover types such as water, open land - meaning farmland, grassland and bare soil -, woodland and urban area in single-polarized, single-date VHR SAR images. The research is based on the analysis of a TerraSAR-X scene of Munich, Germany.
Keywords :
geophysical image processing; image denoising; image texture; remote sensing by radar; speckle; synthetic aperture radar; terrain mapping; vegetation mapping; Germany; Munich; SAR specific noise effect; TerraSAR-X; bare soil; circular Gaussian image statistics; directional backscatter; farmland; grassland; imaging radar system; land cover classification; land cover types; multiple scattering processes; open land; single-date VHR SAR images; single-polarized VHR SAR images; speckle analysis; texture information; urban area; very high resolution SAR systems; water area; woodland; Computed tomography; Histograms; Image color analysis; Image texture; Speckle; Synthetic aperture radar; Urban areas; SAR; TerraSAR-X; land cover; speckle; statistics; texture;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International
Conference_Location :
Honolulu, HI
ISSN :
2153-6996
Print_ISBN :
978-1-4244-9565-8
Electronic_ISBN :
2153-6996
Type :
conf
DOI :
10.1109/IGARSS.2010.5650031
Filename :
5650031
Link To Document :
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