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GeoFMs are overconfident and equally fragile under stress, regardless of whether they are pretrained on EO or ImageNet data, challenging conventional evaluation practices.
Earth embeddings could revolutionize satellite data analysis by enabling users to leverage compact feature vectors without the overhead of processing raw imagery.