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embed2scale/SSL4EO-S12-v1.1

7,014 downloads in 30 days5 likesLast modified 22 Jul 2026View on Hugging Face

Permissive or share-alike

The declared licence (cc-by-4.0) is classified as permissive.

Declared licence: cc-by-4.0, from the tagEvidence: README.md at 97a9173
Licence files: No licence file at the top level of the repositoryEvidence: file list at 97a9173
Declared sources: None listed in the card metadata
Access gated on Hugging Face: No

Each cell links to what was checked: a file, a file list or a Hub record.

Tasks

feature-extraction

Citation text from the card

If you use this dataset in your work, please cite:
```txt
@article{blumenstiel2025ssl4eos12,
  title={{SSL4EO-S12} v1.1: A Multimodal, Multiseasonal Dataset for Pretraining, Updated},
  author={Blumenstiel, Benedikt and Ait Ali Braham, Nassim and Albrecht, Conrad M and Maurogiovanni, Stefano and Fraccaro, Paolo},
  journal={arXiv preprint arXiv:2503.00168},
  year={2025}
}
```

This dataset is an updated version of:
```text
@article{wang2022ssl4eo,
  title={{SSL4EO-S12}: A large-scale multimodal, multitemporal dataset for self-supervised learning in Earth observation [Software and Data Sets]},
  author={Wang, Yi and Ait Ali Braham, Nassim and Xiong, Zhitong and Liu, Chenying and Albrecht, Conrad M and Zhu, Xiao Xiang},
  journal={IEEE Geoscience and Remote Sensing Magazine},
  volume={11},
  number={3},
  pages={98--106},
  year={2023},
  publisher={IEEE}
}
```

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dataset_licence({ "id": "embed2scale/SSL4EO-S12-v1.1" })
signal: "permissive"
stated_licence: "cc-by-4.0"
sources: 0