Copernicus-FM is an extension of the 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...
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Copernicus-FM is an extension of the 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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1 sourceVérifié 16 sept.
Artefacts du modèle
11 artefactsCopernicusFM_ViT_base_varlang_e100.pth
pth · 532 MB · SHA-256 085350e4fa0e…6bee · Hugging Face
TéléchargerCopernicusFM_ViT_large_varlang_e100.pth
pth · 1,40 GB · SHA-256 e78a75c5b04a…3ffc · Hugging Face
TéléchargerExtraits de sources
2 extraits@misc{wang2025unifiedcopernicusfoundationmodel,
title={Towards a Unified Copernicus Foundation Model for Earth Vision},
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},
year={2025},
eprint={2503.11849},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://arxiv.org/abs/2503.11849},
}
deprecated/CopernicusFM_ViT_base_varlang_e100_fullmodel.pth
pth · 1,72 GB · SHA-256 e273c5cb365c…00b3 · Hugging Face
deprecated/CopernicusFM_ViT_large_varlang_e100_fullmodel.pth
pth · 2,77 GB · SHA-256 ece78860e23e…7dfe · Hugging Face
Téléchargerdeprecated/DOFA-S_location_200k_e20.pth
pth · 9,28 MB · SHA-256 5c5eecf09479…988b · Hugging Face
Téléchargerdeprecated/DOFA-S_ViT_base_language_e70.pth
pth · 1,07 GB · SHA-256 1215d8c81114…e0f9 · Hugging Face
Téléchargerdeprecated/DOFA-S_ViT_base_spectrum_e70.pth
pth · 1,07 GB · SHA-256 9889c9abc06c…80bf · Hugging Face
Téléchargerdeprecated/DOFA-S_ViT_base_varlang_e100.pth
pth · 1,07 GB · SHA-256 a059ebb60fc9…0ec4 · Hugging Face
Téléchargerdeprecated/DOFA-S_ViT_base_varspec_e100_fullckpt.pth
pth · 2,57 GB · SHA-256 abcfedcd32a8…8afa · Hugging Face
Téléchargerdeprecated/DOFA-S_ViT_base_varspec_e100.pth
pth · 1,07 GB · SHA-256 ea7ecfdab469…c09f · Hugging Face
Téléchargervarname_embed/varname_embed_llama3.2_1B.pt
pt · 114 KB · SHA-256 b8d17d57ea0c…2061 · Hugging Face
Télécharger--- datasets: - wangyi111/Copernicus-Pretrain - wangyi111/Copernicus-Bench license: cc-by-4.0 pipeline_tag: image-feature-extraction tags: - earth-observation - remote-sensing - sentinel - foundation-model --- # Model Card for Copernicus-FM <!-- Provide a quick summary of what the model is/does. --> [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. ## Model Description ## Uses ## Related Sources <!-- Provide the basic links for the model. --> - **Repository:** https://github.com/zhu-xlab/Copernicus-FM - **Paper:** https://arxiv.org/abs/2503.11849 ## Citation <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> ```bibtex @misc{wang2025unifiedcopernicusfoundationmodel, title={Towards a Unified Copernicus Foundation Model for Earth Vision}, 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}, year={2025}, eprint={2503.11849}, archivePrefix={arXiv}, primaryClass={cs.CV}, url={https://arxiv.org/abs/2503.11849}, } ```
Source context: 0 downloads · 7 likes · Pipeline image-feature-extraction · Repo wangyi111/Copernicus-FM