Title :
Nonlocal Adaptive Multilooking in SAR Multipass Differential Interferometry
Author :
Sica, Francescopaolo ; Reale, Diego ; Poggi, Giovanni ; Verdoliva, Luisa ; Fornaro, Gianfranco
Author_Institution :
DIETI, Univ. Federico II di Napoli, Naples, Italy
Abstract :
Filtering of interferometric synthetic aperture radar (InSAR) data has been the object of a growing number of papers, in recent years, aimed at improving the quality of differential InSAR (DInSAR) and tomography products based on multibaseline/multitemporal data. In this work, we investigate the potential of nonlocal adaptive multilooking (AML) techniques for the filtering of interferometric stacks. Nonlocal filtering has been already successfully applied to SAR data in many contexts, including the restoration of single interferograms. We propose several workflows, with different solutions for the data preprocessing and for the estimation of similarity, at the core of all nonlocal methods. Experiments on simulated and real data, the latter both at low and high spatial resolution, prove the proposed methods to provide significant improvements over nonadaptive multilooking in terms of both resolution and detail preservation, allowing for the generation of better interferometric products.
Keywords :
radar interferometry; remote sensing by radar; synthetic aperture radar; AML techniques; DInSAR product; InSAR data filtering; SAR data; SAR multipass differential interferometry; differential InSAR; interferometric products; interferometric synthetic aperture radar; multibase-line data; multitemporal data; nonlocal adaptive multilooking techniques; nonlocal filtering; tomography product; Context; Decorrelation; Estimation; Interferometry; Reliability; Spatial resolution; Synthetic aperture radar; Differential InSAR (DInSAR); SAR interferometry (InSAR); nonlocal filtering; speckle removal; synthetic aperture radar (SAR);
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
DOI :
10.1109/JSTARS.2015.2421554