Recent advances in remote sensing technology have provided (very) high spatial resolution Earth Observation data with abundant latent semantic information. Conventional processing algorithms are not capable of extracting the information form these and harness their full potential. As a result, discovery methods, based on mining techniques, such as Dirichlet allocation bag visual words models, c...