Rethinking Benchmarks in GeoAI: Why Bigger Earth Observation Models Are Not Automatically Better

For years, many Earth observation systems were trained to perform specific tasks: detect buildings, map roads, classify land cover, or segment floodwater. Now the field is moving t

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