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A new algorithm is presented with a cost linearly proportional to the number of bands, based upon a combination of linear classifiers it is not dependent upon a priori parametric modelling of the data, leading to high accuracies at low cost, particularly for multitemporal data. Abstract Remote sensing image classification with the maximum-likelihood …