Title :
Localization of step changes in multitemporal SAR images
Author :
Lombardo, Pierfrancesco ; Pellizzeri, Tiziana Macrì
Author_Institution :
INFOCOM Dept., Rome Univ., Italy
fDate :
10/1/2002 12:00:00 AM
Abstract :
Deals with multitemporal sequences of synthetic aperture radar (SAR) images with regions possibly affected by step reflectivity patterns of change. Specifically, it addresses the problems of detecting a temporal step pattern with small reflectivity change against a constant pattern and of estimating the transition instant for the step. The statistically optimized signal processing techniques proposed in this work are most appropriate for the new generation of SAR systems with high revisit time that are currently under development. We propose two different techniques, based on the maximum likelihood (ML) approach, that make different use of prior knowledge on the radar cross section (RCS) levels of the searched pattern. They process the whole sequence to achieve optimal discrimination capability between regions affected and not affected by a step change and optimal estimation accuracy for the step transition instant. The first technique (known step pattern (KSP)-detector) assumes complete knowledge of the RCS levels of the searched pattern of change, while the second one (USP-detector) is based on the assumption of totally unknown step pattern.
Keywords :
maximum likelihood detection; radar cross-sections; radar imaging; radar signal processing; synthetic aperture radar; constant pattern; known step pattern; maximum likelihood approach; multitemporal SAR images; optimal discrimination capability; radar cross section; revisit time; statistically optimized signal processing techniques; step changes; step reflectivity patterns; step transition instant; synthetic aperture radar; transition instant; unknown step pattern; Detectors; Image analysis; Image sequence analysis; Monitoring; Performance analysis; Protection; Radar cross section; Radar detection; Reflectivity; Synthetic aperture radar;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
DOI :
10.1109/TAES.2002.1145748