Coherent scatterer detection analysis over different test sites using TerraSAR-X images

The identification of scatterers having a point-like scattering behaviour in SAR images has become an important topic with a wide range of applications in different scenarios, ranging from image calibration to object characterization and information extraction. In particular, this work is focused in...

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Main Authors: Sanjuan-Ferrer, Maria J., Hajnsek, Irena, Papathanassiou, Konstantinos P.
Other Authors: Lacoste-Francis, H.
Format: Conference Object
Language:English
Published: ESA Communications 2013
Subjects:
Online Access:http://elib.dlr.de/78884/
http://elib.dlr.de/78884/1/p_sanjuan.pdf
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spelling ftdlr:oai:elib.dlr.de:78884 2023-05-15T16:21:33+02:00 Coherent scatterer detection analysis over different test sites using TerraSAR-X images Sanjuan-Ferrer, Maria J. Hajnsek, Irena Papathanassiou, Konstantinos P. Lacoste-Francis, H. 2013-03 application/pdf http://elib.dlr.de/78884/ http://elib.dlr.de/78884/1/p_sanjuan.pdf en eng ESA Communications http://elib.dlr.de/78884/1/p_sanjuan.pdf Sanjuan-Ferrer, Maria J. und Hajnsek, Irena und Papathanassiou, Konstantinos P. (2013) Coherent scatterer detection analysis over different test sites using TerraSAR-X images. In: Proceedings of ESA POLinSAR Workshop, Seiten 1-7. ESA Communications. ESA POLinSAR Workshop, 2013-01-28 - 2013-02-01, Frascati, Italy. Radarkonzepte Konferenzbeitrag PeerReviewed 2013 ftdlr 2016-03-28T20:59:18Z The identification of scatterers having a point-like scattering behaviour in SAR images has become an important topic with a wide range of applications in different scenarios, ranging from image calibration to object characterization and information extraction. In particular, this work is focused in the detection of the so-called coherent scatterers (CS’s), which are commonly associated with high scattering amplitudes, deterministic phases, high spectral correlation and high interferometric coherence values. Additionally, they are widely unaffected by multiple scattering effects and geometrical distortion, allowing a more direct interpretation. The advantage of CS’s compared with other point scatterers is that their detection is possible even on a single image basis. In the InSAR literature, a similar approach for scattering analysis and information extraction exploits the so-called permanent scatterers (PS’s), a different class of point-like scatterers. The PS’s detection is carried out by using large time series of acquisitions, and typically PS’s are required to be temporally stable. On the other hand, in the CS detection methods no assumptions are made about their temporal stability, making their usage appealing in fastly temporally variable scenarios like dynamic natural scenarios. So far, three different approaches were available for the CS detection, based on spectral correlation techniques by exploiting sublook images (i.e. images using only a portion of the available bandwidth) in range or azimuth direction. Recently, a new approach based on the generalized likelihood ratio test (GLRT) has been introduced. After an extensive theoretical performance analysis using the different detection methods and comparing the new proposed approach with the previous ones, the results have shown that the GLRT detector can achieve a better performance level than the other detectors, provided the same degradation of the spatial resolution. In this paper, the potential of the new CS detection method is tested on real data, over different scenarios (i.e. natural and urban environments), using TerraSAR-X images. In concrete, three different test sites are considered: for natural scenarios, the Helheim glacier (Greenland) and the Etna volcano (Italy) have been selected; and for urban area, the city of Paris (France) has been chosen. In particular, the performance analysis with the experimental data will be compared with the previous theoretical analysis and the impact on polarimetry will be analyzed in the test sites where polarimetric data is available. Conference Object glacier Greenland German Aerospace Center: elib - DLR electronic library Etna ENVELOPE(-19.191,-19.191,63.706,63.706) Greenland
institution Open Polar
collection German Aerospace Center: elib - DLR electronic library
op_collection_id ftdlr
language English
topic Radarkonzepte
spellingShingle Radarkonzepte
Sanjuan-Ferrer, Maria J.
Hajnsek, Irena
Papathanassiou, Konstantinos P.
Coherent scatterer detection analysis over different test sites using TerraSAR-X images
topic_facet Radarkonzepte
description The identification of scatterers having a point-like scattering behaviour in SAR images has become an important topic with a wide range of applications in different scenarios, ranging from image calibration to object characterization and information extraction. In particular, this work is focused in the detection of the so-called coherent scatterers (CS’s), which are commonly associated with high scattering amplitudes, deterministic phases, high spectral correlation and high interferometric coherence values. Additionally, they are widely unaffected by multiple scattering effects and geometrical distortion, allowing a more direct interpretation. The advantage of CS’s compared with other point scatterers is that their detection is possible even on a single image basis. In the InSAR literature, a similar approach for scattering analysis and information extraction exploits the so-called permanent scatterers (PS’s), a different class of point-like scatterers. The PS’s detection is carried out by using large time series of acquisitions, and typically PS’s are required to be temporally stable. On the other hand, in the CS detection methods no assumptions are made about their temporal stability, making their usage appealing in fastly temporally variable scenarios like dynamic natural scenarios. So far, three different approaches were available for the CS detection, based on spectral correlation techniques by exploiting sublook images (i.e. images using only a portion of the available bandwidth) in range or azimuth direction. Recently, a new approach based on the generalized likelihood ratio test (GLRT) has been introduced. After an extensive theoretical performance analysis using the different detection methods and comparing the new proposed approach with the previous ones, the results have shown that the GLRT detector can achieve a better performance level than the other detectors, provided the same degradation of the spatial resolution. In this paper, the potential of the new CS detection method is tested on real data, over different scenarios (i.e. natural and urban environments), using TerraSAR-X images. In concrete, three different test sites are considered: for natural scenarios, the Helheim glacier (Greenland) and the Etna volcano (Italy) have been selected; and for urban area, the city of Paris (France) has been chosen. In particular, the performance analysis with the experimental data will be compared with the previous theoretical analysis and the impact on polarimetry will be analyzed in the test sites where polarimetric data is available.
author2 Lacoste-Francis, H.
format Conference Object
author Sanjuan-Ferrer, Maria J.
Hajnsek, Irena
Papathanassiou, Konstantinos P.
author_facet Sanjuan-Ferrer, Maria J.
Hajnsek, Irena
Papathanassiou, Konstantinos P.
author_sort Sanjuan-Ferrer, Maria J.
title Coherent scatterer detection analysis over different test sites using TerraSAR-X images
title_short Coherent scatterer detection analysis over different test sites using TerraSAR-X images
title_full Coherent scatterer detection analysis over different test sites using TerraSAR-X images
title_fullStr Coherent scatterer detection analysis over different test sites using TerraSAR-X images
title_full_unstemmed Coherent scatterer detection analysis over different test sites using TerraSAR-X images
title_sort coherent scatterer detection analysis over different test sites using terrasar-x images
publisher ESA Communications
publishDate 2013
url http://elib.dlr.de/78884/
http://elib.dlr.de/78884/1/p_sanjuan.pdf
long_lat ENVELOPE(-19.191,-19.191,63.706,63.706)
geographic Etna
Greenland
geographic_facet Etna
Greenland
genre glacier
Greenland
genre_facet glacier
Greenland
op_relation http://elib.dlr.de/78884/1/p_sanjuan.pdf
Sanjuan-Ferrer, Maria J. und Hajnsek, Irena und Papathanassiou, Konstantinos P. (2013) Coherent scatterer detection analysis over different test sites using TerraSAR-X images. In: Proceedings of ESA POLinSAR Workshop, Seiten 1-7. ESA Communications. ESA POLinSAR Workshop, 2013-01-28 - 2013-02-01, Frascati, Italy.
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