{"id":27156487,"url":"https://github.com/Orion-AI-Lab/EOUncertaintyGeneralization","last_synced_at":"2025-04-08T20:01:24.093Z","repository":{"id":281556324,"uuid":"945635977","full_name":"Orion-AI-Lab/EOUncertaintyGeneralization","owner":"Orion-AI-Lab","description":null,"archived":false,"fork":false,"pushed_at":"2025-03-17T09:04:06.000Z","size":3,"stargazers_count":8,"open_issues_count":0,"forks_count":0,"subscribers_count":4,"default_branch":"main","last_synced_at":"2025-03-17T09:43:15.217Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Orion-AI-Lab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2025-03-09T21:39:02.000Z","updated_at":"2025-03-17T09:04:10.000Z","dependencies_parsed_at":null,"dependency_job_id":"177aff49-f62d-4655-afe6-f6202c26add9","html_url":"https://github.com/Orion-AI-Lab/EOUncertaintyGeneralization","commit_stats":null,"previous_names":["orion-ai-lab/eouncertaintygeneralization"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Orion-AI-Lab%2FEOUncertaintyGeneralization","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Orion-AI-Lab%2FEOUncertaintyGeneralization/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Orion-AI-Lab%2FEOUncertaintyGeneralization/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Orion-AI-Lab%2FEOUncertaintyGeneralization/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Orion-AI-Lab","download_url":"https://codeload.github.com/Orion-AI-Lab/EOUncertaintyGeneralization/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247918899,"owners_count":21018044,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-04-08T20:00:58.106Z","updated_at":"2025-04-08T20:01:24.079Z","avatar_url":"https://github.com/Orion-AI-Lab.png","language":null,"funding_links":[],"categories":["(Large-scale) Pre-training Datasets"],"sub_categories":[],"readme":"### Code for the paper [On the Generalization of Representation Uncertainty in Earth Observation](https://arxiv.org/abs/2503.07082) (WIP)\n\n\n## 📖 Table of Contents\n- [Pretrained Uncertainty Checkpoints](#pretrained-uncertainty-checkpoints)\n- [Citation](#citation)\n\n## Pretrained uncertainty checkpoints\n\n| Dataset     | Bands |ViT-Tiny | ViT-Small | ViT-Base | ViT-Large |\n|------------|------|---------------------|----------------------|---------------------|----------------------|\n| BigEarthNet | RGB | [Download](https://www.dropbox.com/scl/fi/c6j6wa8po22eutyv2w0cd/vit_tiny.pth?rlkey=94u4xcnv1xme2ns93xe7fqor3\u0026st=20uednd6\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/c1wswangof9ruk1ixnj74/vit_small.pth?rlkey=uql5vufnv1bmhk54l2n2lh9i7\u0026st=10h4f3ru\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/1636ox2ns09c3om2hjfft/vit_base.pth?rlkey=luhgpsgcvzdb5jaspoa40kcjg\u0026st=6dqocezu\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/dd2dfknz0ak023ylo99ge/vit_large.pth?rlkey=6pjh3xy1lktlp184y7p8k9zc6\u0026st=zq1cs1po\u0026dl=0)       |\n| BigEarthNet5 | RGB |[Download](https://www.dropbox.com/scl/fi/5ac5qxh0d9h36nsxezr4k/vit_tiny.pth?rlkey=owpr8lkwcrjle8be7kqqymiv9\u0026st=r6r433w5\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/lbnn7foxsf6zlk3ul11y9/vit_small.pth?rlkey=zev1mf17dxxdbuy8g27vyjnch\u0026st=orxeg4js\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/twb9oha66i5y7jkf7e192/vit_base.pth?rlkey=01obs6o1oleb48e57y03jzxgh\u0026st=2ucuo7ao\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/3mh39ym276y0t13y4o826/vit_large.pth?rlkey=w9eez98we38qra7tmtg3402vv\u0026st=g4tw4zy3\u0026dl=0)       |\n| BigEarthNet-SAR | SAR | [Download](https://www.dropbox.com/scl/fi/7uc6w9mw7visn6zv3tles/vit_tiny.pth?rlkey=c45euew2uru67kitcue34e6q5\u0026st=ojwl5kka\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/92efjiof2czh0c2zx0pps/vit_small.pth?rlkey=5pd0xn2uug6m1j7acs982ouk1\u0026st=yeqs0d2a\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/hgnsb0q8yle2ajpt05jay/vit_base.pth?rlkey=gs9sx3qlaxnp29cxymc4c9a7d\u0026st=kjlqr60q\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/9v2v5c0rll0io0sbolwk2/vit_large.pth?rlkey=qx2t9wnogs0kvxvxxxze29dbb\u0026st=q6ezfud0\u0026dl=0)       |\n| BigEarthNet-MS | Multispectral |[Download](https://www.dropbox.com/scl/fi/kzasvy17okm5at9nahbw3/vit_tiny.pth?rlkey=mwhdcyzbmlqs0k6yi70u4yjov\u0026st=ga64zvau\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/mvb2is3j6n1nrk7wt0xtz/vit_small.pth?rlkey=p1vuybfjertz9tqj39na7day5\u0026st=lah70e45\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/pctt0og5ybazbu2fca3qi/vit_base.pth?rlkey=uhi7iui62xowftcrx8huqgesx\u0026st=ka77wbc5\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/cxwbknfpeyirbe9k70yjf/vit_large.pth?rlkey=8zv1sfv10hnixsmftpe4jd5zr\u0026st=1u2fooxk\u0026dl=0)       |\n| Flair      | RGB |[Download](https://www.dropbox.com/scl/fi/pfzt2etyguns0u2z0bsyc/vit_tiny.pth?rlkey=hyp3g6w91vsm6i8uhhdc06thi\u0026st=1nbhge22\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/mggofntujre6h1p1xewoz/vit_small.pth?rlkey=a5uqcxz2yktuvkz0soyu128kg\u0026st=cp6k6vfo\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/mt9ht2jqbqmyahp417sbg/vit_base.pth?rlkey=ag8ml7siefnbikrucws4xzfe7\u0026st=fnu61bv9\u0026dl=0)       | [Download](https://www.dropbox.com/scl/fi/59r7wuh6s5bqth1oykno1/vit_large.pth?rlkey=cp3vi6elc2v4oahcc0ukkrobb\u0026st=casw4cpz\u0026dl=0)       |\n\nImageNet pretrained models can be found in this [repo](https://github.com/mkirchhof/url).\n\n### Download example\n```\nwget -O bigearthnet_vit_tiny.pth \"https://www.dropbox.com/scl/fi/c6j6wa8po22eutyv2w0cd/vit_tiny.pth?rlkey=94u4xcnv1xme2ns93xe7fqor3\u0026st=20uednd6\u0026dl=0\"\n```\n\n\n## Citation\nIf you use our work, please cite:\n```\n@misc{kondylatos2025generalizationrepresentationuncertaintyearth,\n      title={On the Generalization of Representation Uncertainty in Earth Observation}, \n      author={Spyros Kondylatos and Nikolaos Ioannis Bountos and Dimitrios Michail and Xiao Xiang Zhu and Gustau Camps-Valls and Ioannis Papoutsis},\n      year={2025},\n      eprint={2503.07082},\n      archivePrefix={arXiv},\n      primaryClass={cs.CV},\n      url={https://arxiv.org/abs/2503.07082}, \n}\n```\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FOrion-AI-Lab%2FEOUncertaintyGeneralization","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FOrion-AI-Lab%2FEOUncertaintyGeneralization","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FOrion-AI-Lab%2FEOUncertaintyGeneralization/lists"}