Collected publications and code repositories from the PreTrainAppEO ("Pre-Training Applicability in Earth Observation") research project.
π 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
- π eurocropsml
Benchmark dataset for few-shot crop type classification.
π 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.
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π eurocropsml-meta-learning
Meta-learning for crop type classification transfer learning. -
π eurocropsml-ssl
Self-supervised-learning for crop type classification transfer learning.