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Collections: Awesome Remote Sensing Foundation Models

https://github.com/torchgeo/torchgeo

TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data

computer-vision datasets deep-learning earth-observation geospatial models pytorch remote-sensing satellite-imagery torchvision transforms

Last synced: 02 Sep 2026

https://github.com/zhu-xlab/DeCUR

Decoupling common and unique representations for multimodal self-supervised learning

Last synced: 02 Sep 2026

https://github.com/zhu-xlab/SSL4EO-S12

SSL4EO-S12: a large-scale dataset for self-supervised learning in Earth observation

Last synced: 02 Sep 2026

https://github.com/zhu-xlab/FGMAE

Feature guided masked Autoencoder for self-supervised learning in remote sensing

Last synced: 02 Sep 2026

Keywords
remote-sensing 11 deep-learning 4 earth-observation 4 self-supervised-learning 4 pytorch 3 computer-vision 2 transfer-learning 2 foundation-models 2 semantic-segmentation 2 paper 1 datasets 1 contrastive-learning 1 classification 1 geospatial 1 models 1 vision-and-language 1 vision-transformer 1 satellite-imagery 1 torchvision 1 transforms 1 masked-image-modeling 1 representation-learning 1 gersp 1 pre-training 1 contrastive-language-image-pretraining 1 vision-language 1 scene-classification 1 large-observation-model 1 time-series 1 transformer 1
Languages
Python 34 Jupyter Notebook 9
Most Issues and Pull Requests
dependabot[bot] dependabot[bot] 125 adamjstewart adamjstewart 108 calebrob6 calebrob6 53 robmarkcole robmarkcole 49 isaaccorley isaaccorley 33 gabrieltseng gabrieltseng 28 comeony comeony 17 adriantre adriantre 16 nilsleh nilsleh 13 marchematics marchematics 12 chagmgang chagmgang 10 91097luke 91097luke 10 hkristen hkristen 8 yichiac yichiac 7 xiaoleiqinn xiaoleiqinn 7 kvantricht kvantricht 7 wangyi111 wangyi111 6 hoteryoung hoteryoung 6 chandlerbing65nm chandlerbing65nm 6 plekhanovaelena plekhanovaelena 6 ibaris ibaris 6 jorisvito jorisvito 6 rbavery rbavery 6 piperwolters piperwolters 6 copilot copilot 6 moonboy12138 moonboy12138 6 mahrokh3409 mahrokh3409 6 hfangcat hfangcat 5 nuglifeleoji nuglifeleoji 5 borchertn borchertn 5
Committers
yi wang 4 caleb robinson 3 piper wolters 2 konrad heidler 2 konstantin klemmer 2 jeremy irvin 2 ritwik gupta 2 favyen bastani 2 heng fang 2 unknown 2 pumpkin-co 2 wangyi111 2 gabriel tseng 2 dependabot[bot] 2 adam j. stewart 2 ikko eltociear ashimine 2 zhanyang 2 oluwabusayo jacobs 1 piero toffanin 1 pitchaporn likitpanjamanon 1 platon g. gimp 1 pratik0405 1 al-ekram elahee hridoy 1 aleksey morozov 1 reslan tinawi 1 rijul dahiya 1 rémi cresson 1 saumya sinha 1 alexandre lacoste 1 shradha sehgal 1
Most Commits
adam j. stewart 1,271 dependabot[bot] 1,199 recursix 427 toolkit user 366 caleb robinson 252 zhanyang 180 jack-bo1220 180 isaac corley 164 zilun zhang 105 nils lehmann 104 dotwang 103 ruben 98 ashwin nair 88 91097luke 73 alexandre drouin 72 wangyi111 71 pumpkin-co 70 kartik kuckreja 66 lechangalex 53 favyen bastani 52 gabriel huang 50 yi wang 49 konstantin klemmer 48 lin-bert 45 isaaccorley 42 gabriel tseng 39 konrad heidler 34 haonanguo 32 robin cole 29 lscheibenreif 28
Direct Dependencies
pypi:torch 13 pypi:torchvision 12 pypi:numpy 12 pypi:matplotlib 9 pypi:scikit-learn 7 pypi:scipy 7 pypi:timm 7 pypi:tqdm 7 pypi:wandb 6 pypi:scikit-image 5 pypi:requests 5 pypi:rasterio 5 pypi:shapely 4 pypi:six 4 pypi:tensorboard 4 pypi:einops 4 pypi:pandas 4 pypi:isort 4 pypi:torchaudio 4 pypi:torchmetrics 4 pypi:opencv-python 4 pypi:albumentations 4 pypi:pip 3 pypi:packaging 3 pypi:imageio 3 pypi:deepspeed 3 pypi:pycocotools 3 pypi:tabulate 3 pypi:termcolor 3 pypi:pytest 3
Repository Owners
zhu-xlab zhu-xlab 4 ServiceNow ServiceNow 2 ZhanYang-nwpu ZhanYang-nwpu 2 sustainlab-group sustainlab-group 2 NJU-LHRS NJU-LHRS 2 aspiaspace aspiaspace 1 ZhAnGToNG1 ZhAnGToNG1 1 HIT-SIRS HIT-SIRS 1 wangzhecheng wangzhecheng 1 toastyfrosty toastyfrosty 1 WennyXY WennyXY 1 ChenDelong1999 ChenDelong1999 1 floatingstarZ floatingstarZ 1 Jack-bo1220 Jack-bo1220 1 stanfordmlgroup stanfordmlgroup 1 khdlr khdlr 1 Lavender105 Lavender105 1 danfenghong danfenghong 1 aicip aicip 1 torchgeo torchgeo 1 antofuller antofuller 1 comeony comeony 1 vladan-stojnic vladan-stojnic 1 flyakon flyakon 1 microsoft microsoft 1 91097luke 91097luke 1 om-ai-lab om-ai-lab 1 bair-climate-initiative bair-climate-initiative 1 HSG-AIML HSG-AIML 1 utkarshmall13 utkarshmall13 1 jonathan-roberts1 jonathan-roberts1 1 ViTAE-Transformer ViTAE-Transformer 1 HaonanGuo HaonanGuo 1 allenai allenai 1 mmendiet mmendiet 1 RubenGres RubenGres 1 mbzuai-oryx mbzuai-oryx 1 isaaccorley isaaccorley 1 nasaharvest nasaharvest 1
Repository Hosts
GitHub 46
Statistics

  • Projects: 46
  • Last updated: over 2 years ago