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README.md
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license: cc-by-4.0
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datasets:
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- wangyi111/Copernicus-Pretrain
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tags:
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- earth-observation
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- remote-sensing
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- sentinel
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- foundation-model
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---
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# Model Card for Copernicus-FM
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<!-- Provide a quick summary of what the model is/does. -->
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Copernicus-FM is an extension of the [DOFA](https://github.com/zhu-xlab/DOFA) foundation model, able to process any spectral or non-spectral sensor modality using extended dynamic hypernetworks and flexible metadata encoding. The model is pretrained on the Copernicus-Pretrain dataset with masked image modeling and continual distillation.
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## Model Details
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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**BibTeX:**
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license: cc-by-4.0
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datasets:
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- wangyi111/Copernicus-Pretrain
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- wangyi111/Copernicus-Bench
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tags:
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- earth-observation
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- remote-sensing
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- sentinel
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- foundation-model
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pipeline_tag: image-feature-extraction
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---
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# Model Card for Copernicus-FM
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<!-- Provide a quick summary of what the model is/does. -->
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[Copernicus-FM](https://github.com/zhu-xlab/Copernicus-FM) is an extension of the [DOFA](https://github.com/zhu-xlab/DOFA) foundation model, able to process any spectral or non-spectral sensor modality using extended dynamic hypernetworks and flexible metadata encoding. The model is pretrained on the Copernicus-Pretrain dataset with masked image modeling and continual distillation.
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## Model Details
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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**BibTeX:**
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```bibtex
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@misc{wang2025unifiedcopernicusfoundationmodel,
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title={Towards a Unified Copernicus Foundation Model for Earth Vision},
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author={Yi Wang and Zhitong Xiong and Chenying Liu and Adam J. Stewart and Thomas Dujardin and Nikolaos Ioannis Bountos and Angelos Zavras and Franziska Gerken and Ioannis Papoutsis and Laura Leal-Taixé and Xiao Xiang Zhu},
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year={2025},
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eprint={2503.11849},
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archivePrefix={arXiv},
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primaryClass={cs.CV},
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url={https://arxiv.org/abs/2503.11849},
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}
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```
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