DocumentCode :
58971
Title :
Local Isotropy Indicator for SAR Image Filtering: Application to Envisat/ASAR Images of the Doñana Wetland (November 2014)
Author :
Marti-Cardona, Belen ; Lopez-Martinez, Carlos ; Dolz-Ripolles, Josep
Author_Institution :
Dept. of Hydraulics, Maritime, & Environ. Eng., Univ. Politec. de Catalunya, Barcelona, Spain
Volume :
8
Issue :
4
fYear :
2015
fDate :
Apr-15
Firstpage :
1614
Lastpage :
1622
Abstract :
This paper explores a geometrical and computationally simple operator, named Ds, for local isotropy assessment on SAR images. It is assumed that isotropic intensity distributions in natural areas, either textured or nontextured, correspond to a single cover class. Ds is used to measure isotropy in processing neighborhoods and decide if they can be considered as belonging to a unique cover class. The speckle statistical properties are used to determine suitable Ds thresholds for discriminating heterogeneous targets from isotropic cover types at different window sizes. An assessment of Ds as an edge detector showed sensitivities similar to those of the ratio edge operator for straight, sharp boundaries, centered in the processing window, but significantly better sensitivity for detecting heterogeneities during the window expansion in multiresolution filtering. Furthermore, Ds presents the advantage versus the ratio edge coefficient of being rotationally invariant, and its computation indicates the direction of the main intensity gradient in the processing window. The Ds operator is used in a multiresolution fashion for filtering ASAR scenes of the Doñana wetland. The intensities in isotropic areas are averaged in order to flatten fluctuations within cover types and facilitate a subsequent land cover classification. The results show high degree of smoothing within textured cover classes, plus effective spatial adaptation to gradients and irregular boundaries, substantiating the usefulness of this operator for filtering SAR data of natural areas with the purpose of classification.
Keywords :
geophysical image processing; image classification; image filtering; image resolution; image texture; land cover; radar imaging; remote sensing by radar; smoothing methods; speckle; statistical analysis; synthetic aperture radar; terrain mapping; wetlands; AD 2014 11; ASAR images; ASAR scene filtering; Donana wetland; Envisat images; SAR data filtering; SAR image filtering; edge detector; effective spatial adaptation; geometrical computationally operator Ds threshold; heterogeneous targets; intensity gradient; irregular boundaries; isotropic areas; isotropic cover types; isotropic intensity distributions; land cover classification; local isotropy assessment; local isotropy indicator; multiresolution filtering; natural areas; processing window; ratio edge coefficient; ratio edge operator; single cover class; speckle statistical properties; straight sharp boundaries; textured cover classes; window expansion; window sizes; Detectors; Filtering; Geometry; Image edge detection; Image resolution; Speckle; Synthetic aperture radar; Doñana wetland; Do??ana wetland; SAR image filtering; geometrical operator; gradual edges; isotropy; texture;
fLanguage :
English
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
Publisher :
ieee
ISSN :
1939-1404
Type :
jour
DOI :
10.1109/JSTARS.2014.2369133
Filename :
6967709
Link To Document :
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