Title :
A Stationary Wavelet-Domain Wiener Filter for Correlated Speckle
Author :
Solbø, Stian ; Eltoft, Torbjørn
Author_Institution :
Norut AS, Tromso
fDate :
4/1/2008 12:00:00 AM
Abstract :
In this paper, we develop a Wiener-type speckle filter that operates in the stationary wavelet domain. We denote it as the stationary wavelet-domain Wiener (SWW) speckle filter. We assume that both the speckle-free image and the speckle contribution have spatial correlations and utilize well-established models for the power density spectrum of the radar cross section to estimate the autospectra that define the filter. It turns out that the filter is independent of the wavelet-domain scale level, i.e., the filter is the same at all scale levels. The SWW filter works on nonoverlapping blocks in the wavelet domain, which are obtained by a quadtree algorithm. Due to the dyadic support of the wavelet coefficients, a natural smoothing is carried out on the boundaries between neighboring blocks, and no visual boundary effects can be observed. The SWW filter is unbiased and shows good performance in despeckling synthetic aperture radar (SAR) images. It smooths homogeneous areas while preserving textured areas and point scatterers. In contrast to most other speckle filters, the SWW filter requires the SAR data to be given in single-look complex form.
Keywords :
Wiener filters; geophysical signal processing; geophysical techniques; image texture; quadtrees; radar cross-sections; radar imaging; remote sensing by radar; smoothing methods; speckle; synthetic aperture radar; wavelet transforms; SAR images; correlated speckle; image texture; natural smoothing; nonoverlapping blocks; point scatterers; power density spectrum; quadtree algorithm; radar cross section; spatial correlation; speckle contribution; speckle-free image; stationary wavelet-domain Wiener filter; synthetic aperture radar; Power spectrum estimation; Stationary Wavelet Transform; Synthetic Aperture Radar (SAR); quad tree algorithm; spatially correlated speckle; spatiallycorrelated speckle; speckle filter; the A Trous Algorithm; wavelet domain Wiener filter;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2007.912718