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Recently, two improved methods have shown their advantages in browsing Earth Observation (EO) dataset. The first method is the Bag-of-Words (BoW) feature extraction method and the second is the Normalized Compression Distance (NCD) for assessing image similarity. However, they have not been compared so far for satellite image retrieval, which motivates this paper. Two retrieval experiments have been performed on a freely available optical image dataset and a SAR image dataset. Through these twodoi:10.1109/igarss.2015.7326800 dblp:conf/igarss/CuiD15a fatcat:fgfl3xhkyraabntepqkpqzne2y