Title :
K-distribution for multi-look processed polarimetric SAR imagery
Author :
Lee, J.S. ; Schuler, D.L. ; Lang, R.H. ; Ranson, K.J.
Author_Institution :
Remote Sensing Div., Naval Res. Lab., Washington, DC, USA
Abstract :
A K-distribution has been developed to characterize the statistical properties of multi-look processed polarimetric SAR data. The probability density function (PDF) was derived as the product of a gamma distributed random variable and the polarimetric covariance matrix. The latter characterizes the speckle and the former depicts the inhomogeneity (texture). For multi-look data incoherently averaged from correlated one-look samples, the authors found that, for better modeling, the number of looks has to assume a non-integer value. A procedure was developed to estimate the equivalent number of looks and the parameter of the K-distribution. Experimental results using NASA/JPL 4-look and 16-1ook polarimetric SAR data substantiated this multi-look K-distribution. The authors also found that the multi-look process reduced the inhomogeneity and made the K-distribution less significant
Keywords :
geophysical signal processing; geophysical techniques; image texture; radar applications; radar imaging; radar polarimetry; remote sensing by radar; speckle; synthetic aperture radar; K-distribution; SAR imagery; covariance matrix; gamma distributed random variable; geophysical measurement technique; image processing; image texture; multi-look processed; multilook method; probability density function; radar polarimetry; radar remote sensing; speckle; statistical properties; synthetic aperture radar; terrain mapping land surface; Covariance matrix; Histograms; Radar polarimetry; Radar scattering; Random variables; Rayleigh scattering; Remote sensing; Spatial resolution; Speckle; Statistical distributions;
Conference_Titel :
Geoscience and Remote Sensing Symposium, 1994. IGARSS '94. Surface and Atmospheric Remote Sensing: Technologies, Data Analysis and Interpretation., International
Conference_Location :
Pasadena, CA
Print_ISBN :
0-7803-1497-2
DOI :
10.1109/IGARSS.1994.399685