S. Lehegaratmascle et al., APPLICATION OF SHANNON-INFORMATION THEORY TO A COMPARISON BETWEEN L-BAND AND C-BAND SIR-C POLARIMETRIC DATA VERSUS INCIDENCE ANGLE, Remote sensing of environment, 60(2), 1997, pp. 121-130
The aim of this article is to present a quantitative measurement of th
e redundancy, or mutual information, between two different images of t
he same site. It is based on Shannon and Wiener information theory. In
the case of polarimetric synthetic aperture radar images, we propose
to compute redundancy either at the radiometric level, according to th
e error bar on measurement, or at the class level, according to superv
ised or unsupervised classification results. The advantage of the comp
arison at the class level is that both polarimetric information and sp
atial neighborhood information are considered, and therefore the compa
rison is performed at a higher level of information. This measurement
has been applied to the study of redundancy between L and C bands from
spaceborne imaging radar C images of the Orgeval test site, located i
n the east of Paris (France), versus incidence angle. It is shown that
the redundancy between the two bands increases from about 20% to 30%
when incidence angle increases from 44 degrees to 57 degrees. Based on
the analysis of classification results in terms of redundancy with gr
ound truth, an interpretation of this result is proposed. Finally, the
great complementarity between the two bands is used to improve classi
fication results, by performing data fusion between the two bands. (C)
Elsevier Science Inc., 1997.