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SSL4EO-L Paper

This repository contains all configuration files and scripts to reproduce the SSL4EO-L dataset and paper experiments.

Note

This repository previously existed in the TorchGeo repo and was extracted out.

For the Sentinel version, see SSL4EO-S12.

Reproducibility

To find more information on how to recreate the SSL4EO-L pre-training and benchmarking datasets, see ./landsat/README.md

Citation

To cite our NeurIPS publication, use the following citation:

@inproceedings{stewart2024ssl4eo,
  author={Stewart, Adam J. and Lehmann, Nils and Corley, Isaac A. and Wang, Yi and Chang, Yi-Chia and Ait Ali Braham, Nassim and Sehgal, Shradha and Robinson, Caleb and Banerjee, Arindam},
  title={{SSL4EO-L}: Datasets and foundation models for {Landsat} imagery},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
  volume={36},
  pages={59787--59807},
  month=dec,
  year={2023}
}