Title :
Airborne InSAR image interpretation towards cartographic mapping
Author_Institution :
Aero-Sensing Radarsyst. GmbH, Wessling, Germany
Abstract :
The capabilities of the airborne high-resolution AeS-1 X-Band InSAR data for automatic cartographic map production are investigated. The cartographic interpretation task becomes feasible by using coherence images and elevation information provided by InSAR processing additionally to the SAR backscatter image. Moreover, as in visual interpretation, features in SAR images are classified upon their textural appearance and background knowledge. Special attention is paid to SAR foreshortening and shadow ambiguities and their impact onto classification. Those ambiguity areas are derived from the DEM and taken into account in training example selection and a semantic classification step supporting a textural multilayer perceptron classifier. A contextual classification operating on MLP results incorporates class context and a-priori knowledge on class composition by Bayesian information fusion
Keywords :
Bayes methods; airborne radar; cartography; feature extraction; geophysical signal processing; geophysical techniques; geophysics computing; image classification; image texture; multilayer perceptrons; radar imaging; remote sensing by radar; synthetic aperture radar; topography (Earth); AeS-1 X-Band InSAR; Bayes method; Bayesian method; SHF; X-band; airborne InSAR image interpretation; airborne radar; automatic map production; backscatter image; cartographic mapping; cartography; coherence image; contextual classification; elevation; foreshortening; geophysical measurement technique; high-resolution; image classification; image feature; image texture; interferometric SAR; interpretation task; land surface topography; microwave radar; multilayer perceptron classifier; neural net; radar imaging; radar remote sensing; shadow ambiguity; synthetic aperture radar; terrain mapping; Azimuth; Backscatter; Bayesian methods; Information geometry; Multilayer perceptrons; Pixel; Production; Statistics; Synthetic aperture radar interferometry; Testing;
Conference_Titel :
Geoscience and Remote Sensing Symposium Proceedings, 1998. IGARSS '98. 1998 IEEE International
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4403-0
DOI :
10.1109/IGARSS.1998.703692