DocumentCode :
79642
Title :
A Modification to the Complex-Valued MRF Modeling Filter of Interferometric SAR Phase
Author :
Hongyu Li ; Hongjun Song ; Wang, Ruiqi ; Hui Wang ; Gang Liu ; Runpu Chen ; Xinglin Li ; Yunkai Deng ; Balz, Timo
Author_Institution :
Dept. of Space Microwave Remote Sensing Syst., Inst. of Electron., Beijing, China
Volume :
12
Issue :
3
fYear :
2015
fDate :
Mar-15
Firstpage :
681
Lastpage :
685
Abstract :
This letter focuses on a modified complex-valued Markov random field (CMRF) modeling filter to improve the performance in the filtering of the synthetic aperture radar interferometric phase. In the reference CMRF modeling phase map filter, the CMRF model was employed to update residues and their neighbors. By this, the residues were reduced, and phase jumps were preserved simultaneously. However, residue reduction was still insufficient. Furthermore, incorrect model parameter estimation leads to wrong filtering in some blocks. To solve the two aforementioned problems, we propose a modified CMRF modeling filter, where the original interferogram is divided into overlapped blocks. In addition, the adaptive weighted neighbor values are used to estimate the CMRF model parameters. Both simulated and real data experiments are performed to validate this method.
Keywords :
Markov processes; filtering theory; parameter estimation; radar interferometry; remote sensing by radar; surface topography measurement; synthetic aperture radar; complex-valued Markov random field modeling filter; interferometric SAR phase; model parameter estimation; residue reduction; synthetic aperture radar interferometric phase; Adaptation models; Data models; Noise; Noise reduction; Remote sensing; Statistical distributions; Synthetic aperture radar; Complex-valued Markov random field (CMRF) model; interferometric synthetic aperture radar (InSAR); phase denoising;
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
Publisher :
ieee
ISSN :
1545-598X
Type :
jour
DOI :
10.1109/LGRS.2014.2357449
Filename :
6906238
Link To Document :
بازگشت