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A Comparative Study of Statistical Models for Multilook SAR Images

Cui, Shiyong and Schwarz, Gottfried and Datcu, Mihai (2014) A Comparative Study of Statistical Models for Multilook SAR Images. IEEE Geoscience and Remote Sensing Letters, 11 (10), pp. 1752-1756. IEEE - Institute of Electrical and Electronics Engineers. DOI: 10.1109/LGRS.2014.2307952 ISSN 1545-598X

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Official URL: http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6785953

Abstract

In this letter, we carry out a comparative study of statistical models for multilook synthetic aperture radar amplitude images. Ten state-of-the-art statistical models are selected for comparison. To achieve a fair evaluation, we estimate all model parameters using the method of log-cumulants and apply the method to an image pyramid with varying pixel spacing (and resolution). The pyramid is created by different image product generation options. In addition to pixel spacing and resolution, we also consider the homogeneity of a scene for performance evaluation and we apply three performance measures. Through this study, it was found out that some models perform well for all resolutions, while the performance of other models depends heavily on the image content.

Item URL in elib:https://elib.dlr.de/93400/
Document Type:Article
Title:A Comparative Study of Statistical Models for Multilook SAR Images
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Cui, ShiyongShiyong.Cui (at) dlr.deUNSPECIFIED
Schwarz, Gottfriedgottfried.schwarz (at) dlr.deUNSPECIFIED
Datcu, Mihaimihai.datcu (at) dlr.deUNSPECIFIED
Date:9 April 2014
Journal or Publication Title:IEEE Geoscience and Remote Sensing Letters
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:Yes
Volume:11
DOI :10.1109/LGRS.2014.2307952
Page Range:pp. 1752-1756
Editors:
EditorsEmail
Frery, Alejandro C.acfrery@gmail.com
Publisher:IEEE - Institute of Electrical and Electronics Engineers
ISSN:1545-598X
Status:Published
Keywords:Multilook SAR, parameter estimation, statistical models synthetic aperture radar (SAR)
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Earth Observation
DLR - Research area:Raumfahrt
DLR - Program:R EO - Erdbeobachtung
DLR - Research theme (Project):R - Vorhaben hochauflösende Fernerkundungsverfahren
Location: Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > Photogrammetry and Image Analysis
Deposited By: Cui, Shiyong
Deposited On:10 Dec 2014 10:00
Last Modified:08 Mar 2018 18:30

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