DocumentCode :
986739
Title :
Singular Unit Restoration in Interferograms Based on Complex-Valued Markov Random Field Model for Phase Unwrapping
Author :
Yamaki, Ryo ; Hirose, Akira
Author_Institution :
Dept. of Electron. Eng., Univ. of Tokyo, Tokyo
Volume :
6
Issue :
1
fYear :
2009
Firstpage :
18
Lastpage :
22
Abstract :
In generating a digital elevation map from an interferogram obtained by interferometric synthetic aperture radar, the filtering process is as important as the phase unwrapping process. Before unwrapping, we usually have to restore the data image by reducing so-called singular points (SPs) by filtering process without destroying or smearing delicate fringes. Previously, an effective SP restoration method was proposed based on the complex-valued Markov random field (CMRF) model. However, there is still room for improvement in the definition of SPs and in the formulation of CMRF parameter estimation. In this letter, we propose a novel scheme by introducing a new concept, namely, the ldquosingular unit.rdquo We also estimate CMRF parameters locally as a weighted sum by taking the distance and SP numbers in sample sites into account. By using this restoration method, we demonstrate a high-performance removal of SPs. We also find that delicate landscape features, which are often lost in conventional filtering, are preserved appropriately. We confirm the quality in higher signal-to-noise ratios obtained against actual height data.
Keywords :
Markov processes; digital elevation models; filtering theory; geophysical signal processing; image restoration; radar interferometry; remote sensing by radar; synthetic aperture radar; complex-valued Markov random field model; digital elevation map; filtering process; interferograms; interferometric synthetic aperture radar; landscape features; phase unwrapping; singular unit restoration; Image filtering; Markov random field; interferometric synthetic aperture radar (InSAR); phase unwrapping; singular point (SP);
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
Publisher :
ieee
ISSN :
1545-598X
Type :
jour
DOI :
10.1109/LGRS.2008.2005588
Filename :
4671100
Link To Document :
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