On the Mathematical Formulation of the SAR Oil-Spill Observation Problem

作者: Attilio Gambardella , Giorgio Giacinto , Maurizio Migliaccio

DOI: 10.1109/IGARSS.2008.4779618

关键词: Synthetic aperture radarComputer scienceRemote sensingArtificial neural networkOne-class classificationClassifier (UML)Feature extractionFeature selectionOil spillData miningContextual image classification

摘要: A novel approach to oil-spill classification, based on the paradigm of one-class is proposed. Basically, a classifier trained using only examples oil-spills, instead oil-spills and look-alikes, as in two-class approaches. In addition, large number candidate features have been considered literature, feature selection algorithm, objectively select most effective subset, Results two case study datasets are reported validate proposed approach.

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