eurocropsml-transfer-learning

Collected publications and code repositories from the PreTrainAppEO ("Pre-Training Applicability in Earth Observation") research project.

Dataset

📓 Reuss, J., Macdonald, J., Becker, S. et al. The EuroCropsML time series benchmark dataset for few-shot crop type classification in Europe. Sci Data 12, 664 (2025). https://doi.org/10.1038/s41597-025-04952-7

• 🔗 eurocropsml
  Benchmark dataset for few-shot crop type classification.

Methods

:notebook: Reuss, J., Macdonald, J., Becker, S. et al. Benchmarking for practice: Few-shot time-series crop-type classification on the EuroCropsML dataset. ISPRS Open Journal of Photogrammetry and Remote Sensing 19 (2026). https://doi.org/10.1016/j.ophoto.2026.100117.

• 🔗 eurocropsml-meta-learning
  Meta-learning for crop type classification transfer learning.

• 🔗 eurocropsml-ssl
  Self-supervised-learning for crop type classification transfer learning.