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Multi-Look in GLRT-Based Detection of Single and Double Persistent Scatterers

Authors :
Antonio Pauciullo
Walter Franze
Gianfranco Fornaro
Diego Reale
Source :
IEEE Transactions on Geoscience and Remote Sensing
Publication Year :
2018

Abstract

Persistent scatterer (PS) interferometry and more recently synthetic aperture radar tomography have shown to be powerful tools in urban scenarios for providing 3-D point clouds in the reconstruction of buildings as well as in the monitoring of their possible slow temporal deformations. The detection of PSs represents a fundamental aspect, which in the literature has been mainly addressed at full resolution (single-look detection), thus considering only the scatterer coherence properties along the different acquisitions. In this paper, we investigate the benefits offered by the usage of multiple observation looks. Multi-look generalized likelihood ratio test detection schemes are derived and analyzed in terms of detection performances. The analysis shows that even a slight multi-look can provide a dramatic improvement on the detection capability both on simulated and real data, especially in the areas characterized by a low signal-to-noise ratio and in the presence of a limited number of acquisitions.

Details

ISSN :
01962892
Database :
OpenAIRE
Journal :
IEEE Transactions on Geoscience and Remote Sensing
Accession number :
edsair.doi.dedup.....3e20107bc9845c6cd185ef7f7ae088ef
Full Text :
https://doi.org/10.1109/tgrs.2018.2809538