Title :
Parameters estimation of polarimetric Gp0 distribution with MoLDC method
Author :
Chen, HuaJie ; Zeng, Liang ; Lin, Yuesong
Author_Institution :
Key Lab of Fundamental Science for National Defense-Communication Information Transmission and Fusion Technology, Hangzhou DianZi University, 310018, China
Abstract :
Gp0 distribution has recently been proposed as a good model for characterizing multilook polarimetric SAR images of different homogeneity. Nevertheless, parameters estimation has always been a problem that hinders its use in practical application. In this paper, we first describe the shortcomings of classical maximum likehood method(ML) and moment based method(MoM), then starting from the second kind statistics and Mellin transform, we derive a new and simple method to estimate parameters. Experiments on real SAR images demonstrate its validity and superiority over the ML and MoM methods.
Keywords :
Histograms; Maximum likelihood estimation; Moment methods; Parameter estimation; Shape; Soil; Synthetic aperture radar; Gp0 distribution; parameter estimation; second kind statistics; synthetic aperture radar;
Conference_Titel :
Information Science and Engineering (ICISE), 2010 2nd International Conference on
Conference_Location :
Hangzhou, China
Print_ISBN :
978-1-4244-7616-9
DOI :
10.1109/ICISE.2010.5691363