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 …