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Collections: Awesome Remote Sensing Foundation Models

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

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

Last synced: 18 May 2024

https://github.com/microsoft/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: 18 May 2024

Keywords
remote-sensing 11 earth-observation 4 deep-learning 4 self-supervised-learning 4 pytorch 2 transfer-learning 2 computer-vision 2 semantic-segmentation 2 vlm 1 masked-image-modeling 1 representation-learning 1 transformer 1 gersp 1 pre-training 1 diffusion-models 1 stable-diffusion 1 text-to-image 1 time-series 1 large-observation-model 1 foundation-models 1 vision-and-language 1 contrastive-language-image-pretraining 1 vision-language 1 datasets 1 geospatial 1 models 1 satellite-imagery 1 torchvision 1 transforms 1 foundation-model 1 object-detection 1 classification 1 contrastive-learning 1 paper 1
Languages
Python 33 Jupyter Notebook 9
Committers
yi wang 4 wangyi111 4 caleb robinson 3 pumpkin-co 2 dependabot[bot] 2 konstantin klemmer 2 mehmet cem gunturkun 2 zhanyang 2 konrad heidler 2 ritwik gupta 2 piper wolters 2 unknown 2 favyen bastani 2 jeremy irvin 2 adam j. stewart 2 hong 1 danfeng hong 1 recursix 1 toolkit user 1 yezhen cong 1 samar khanna 1 utkarsh mall 1 utkarsh kumar mall 1 rgres 1 retronyme 1 ruben 1 xiang li 1 delong chen (陈德龙) 1 ait ali braham, nassim 1 wang_yi 1 gulabpatel 1 mr. gulab patel 1 haonanguo 1 zilun zhang 1 matías mendieta 1 tung.z 1 hannah-rae 1 david vazquez 1 blutjens 1 david dao 1 mehmet.gunturkun 1 gabriel huang 1 lechangalex 1 alexandre drouin 1 msohaildanish 1 kartik kuckreja 1 max joseph 1 dr. elena plekhanova 1 microsoft open source 1 666zhanyang 1
Most Commits
adam j. stewart 833 dependabot[bot] 537 recursix 427 toolkit user 366 caleb robinson 221 zhanyang 158 jack-bo1220 108 isaac corley 105 dotwang 99 zilun zhang 95 wangyi111 78 nils lehmann 76 91097luke 73 alexandre drouin 72 ashwin nair 66 kartik kuckreja 64 ruben 58 pumpkin-co 54 lechangalex 53 gabriel huang 50 favyen bastani 49 lin-bert 45 konstantin klemmer 41 isaaccorley 35 konrad heidler 34 gabriel tseng 32 haonanguo 32 delong chen (陈德龙) 25 lscheibenreif 22 yi wang 21 kumar ayush 18 mehmet.gunturkun 17 retronyme 17 andreas luyts 16 rgres 16 dongzhe 15 danfeng hong 15 mike smith 14 unknown 14 anthony fuller 13 tung.z 13 ritwik gupta 11 jeremy irvin 11 xinye 11 maciej kilian 10 robin cole 9 wenyuan 9 nikolaos dionelis 2023 9 samar khanna 9 zhecheng wang 8
Direct Dependencies
pypi:torch 14 pypi:numpy 13 pypi:torchvision 13 pypi:matplotlib 10 pypi:timm 8 pypi:scipy 8 pypi:scikit-learn 7 pypi:tqdm 7 pypi:rasterio 6 pypi:scikit-image 6 pypi:wandb 6 pypi:isort 5 pypi:shapely 5 pypi:pandas 5 pypi:opencv-python 5 pypi:torchmetrics 5 pypi:tensorboard 5 pypi:einops 5 pypi:requests 5 pypi:six 4 pypi:torchaudio 4 pypi:pycocotools 4 pypi:flake8 4 pypi:pytest 4 pypi:albumentations 4 pypi:packaging 3 pypi:mmcv 3 pypi:pip 3 pypi:black 3 pypi:earthengine-api 3 pypi:setuptools 3 pypi:pytorch-lightning 3 pypi:mypy 3 pypi:tabulate 3 pypi:sphinx 3 actions:actions/setup-python 3 actions:actions/checkout 3 pypi:deepspeed 3 pypi:h5py 3 pypi:imageio 3 pypi:termcolor 3 pypi:docker-pycreds 2 pypi:tifffile 2 pypi:setproctitle 2 pypi:sentry-sdk 2 pypi:lmdb 2 pypi:typing-extensions 2 pypi:cython 2 pypi:decorator 2 pypi:thop 2
Statistics

  • Projects: 46
  • Last updated: 2 months ago