Title :
Optical-Driven Nonlocal SAR Despeckling
Author :
Verdoliva, Luisa ; Gaetano, Raffaele ; Ruello, Giuseppe ; Poggi, Giovanni
Author_Institution :
Dipt. di Ing. Elettr. e delle Tecnol. dell´Inf. (DIETI), Univ. degli Studi di Napoli Federico II, Naples, Italy
Abstract :
We propose a new synthetic aperture radar (SAR) despeckling technique based on nonlocal filtering and driven by a coregistered optical image. A preliminary homogeneous versus heterogeneous classification of the image is used to decide where the optical guide can be safely used, thus preventing any distortion of the SAR geometry. Even in regions where the use of optical data is enabled, despeckling is carried out exclusively in the SAR domain, and the optical guide is used only to improve the predictor selection in nonlocal filtering and, hence, in the estimation process. Experiments on real-world imagery confirm the potential of the proposed approach.
Keywords :
geophysical image processing; image classification; image registration; remote sensing by radar; synthetic aperture radar; SAR despeckling technique; SAR geometry distortion; coregistered optical image; heterogeneous the classification; homogeneous image classification; nonlocal filtering; optical guide; optical-driven nonlocal SAR despeckling; synthetic aperture radar; Adaptive optics; Optical distortion; Optical imaging; Optical sensors; Remote sensing; Speckle; Synthetic aperture radar; Despeckling; SAR-optical fusion; nonlocal filters;
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2014.2337515