A first step toward automatic interpretation of SAR images using evidential fusion of several structure detectors

Citation
F. Tupin et al., A first step toward automatic interpretation of SAR images using evidential fusion of several structure detectors, IEEE GEOSCI, 37(3), 1999, pp. 1327-1343
Citations number
37
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
ISSN journal
01962892 → ACNP
Volume
37
Issue
3
Year of publication
1999
Part
1
Pages
1327 - 1343
Database
ISI
SICI code
0196-2892(199905)37:3<1327:AFSTAI>2.0.ZU;2-J
Abstract
We propose a method aiming to characterize the spatial organization of the main cartographic elements of a synthetic aperture radar (SAR) image and th us giving an almost automatic interpretation of the scene. Our approach is divided into three main steps which build the whole image interpretation gr adually. The first step consists of applying low-level detectors taking the speckle statistics into account and extracting some raw information from t he scene. The detector responses are then fused in a second step using Demp ster-Shafer theory, thus allowing the modeling of the knowledge that we hav e about operators, including possible ignorance and their limits. A third s tep gives the final image interpretation using contextual knowledge between the different classes, Results of the whole method applied to different SA R images and to various landscapes are presented.