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physics.geo-ph2025
Dargana: fine-tuning EarthPT for dynamic tree canopy mapping from space
Michael J. Smith, Luke Fleming, James E. Geach +3
We present Dargana, a fine-tuned variant of the EarthPT time-series foundation model that achieves specialisation using <3% of its pre-training data volume and 5% of its pre-traini…
physics.geo-ph2024
Towards more efficient agricultural practices via transformer-based crop type classification
E. Ulises Moya-Sánchez, Yazid S. Mikail, Daisy Nyang'anyi +2
Machine learning has great potential to increase crop production and resilience to climate change. Accurate maps of where crops are grown are a key input to a number of downstream…