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Awesome-Remote-Sensing-Foundation-Models

https://github.com/Jack-bo1220/Awesome-Remote-Sensing-Foundation-Models

Last synced: 2 days ago
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(Large-scale) Pre-training Datasets
- fMoW
- SEN12MS
- BEN-MM
- SEN12MS
- BEN-MM
- MillionAID - whu.github.io/DiRS/)|
- SSL4EO-S12 - xlab/SSL4EO-S12)|
- SSL4EO-L
- SatlasPretrain
- SAMRS - Transformer/SAMRS)|
- SATIN - Language**|[link](https://satinbenchmark.github.io/)|
- SSL4EO-L
- SAMRS - Transformer/SAMRS)|
- RSVG - Language**|[link](https://github.com/ZhanYang-nwpu/RSVG-pytorch)|
- link
- SATIN - Language**|[link](https://satinbenchmark.github.io/)|
- LuoJiaHOG - Language**|null|
- ChatEarthNet - Language**|[link](https://github.com/zhu-xlab/ChatEarthNet)|
- LuoJiaHOG - Language**|null|
- SeeFar
- Paper - Language**|[link](https://github.com/GeoX-Lab/RS-GPT4V/tree/main)|
- Paper - Language**|[link](https://github.com/GeoX-Lab/RS-GPT4V/tree/main)|
- Major TOM - TOM)|
- Major TOM - TOM)|
- DDFAV - Language**|[link](https://github.com/HaodongLi2024/rspope)|
- MMM-RS - Language**|[link](https://github.com/ljl5261/MMM-RS)|
- DDFAV - Language**|[link](https://github.com/HaodongLi2024/rspope)|
- link - source playground to streamline the evaluation and fine-tuning of RSFMs on various datasets.|
- link - source playground to streamline the evaluation and fine-tuning of RSFMs on various datasets.|
- link
- link
- link
- SeCo - contrast)|
- CACo
- fMoW-S2
- SeeFar
- MMEarth
- RSGPT - Language**|[Comming soon](https://github.com/Lavender105/RSGPT)|
- RS5M - Language**|[link](https://github.com/om-ai-lab/RS5M)|
- SkyScript - Language**|[link](https://github.com/wangzhecheng/SkyScript)|
- GEO-Bench - bench)|
- MillionAID - whu.github.io/DiRS/)|
- TOV - Lab/G-RSIM/tree/main/TOV_v1)|
- fMoW
- RS-4M
- VRSBench - Language**|[link](https://vrsbench.github.io/)|
- link
Survey Papers
- Paper - Language**|
- Paper - Language**|
- Paper - Language**|
- Paper - Language**|
- Paper - Language**|
- Paper - **|
- Paper - Language**|
- Paper
- Paper
- Paper - **|
- Paper - Language**|
- Paper - Language**|
- Paper - Language**|
- Paper - Language**|
- Paper
- Paper - **|
- Paper - Language**|
- Paper - Language**|
Remote Sensing <ins>Vision</ins> Foundation Models
- MATTER
- RingMo
- RVSA - Transformer/Remote-Sensing-RVSA)|
- RSP - Transformer/Remote-Sensing-RVSA)|
- GeoKR - Knowledge-driven-Representaion-Learning)|
- Paper - stojnic/CMC-RSSR)|
- GASSL - group/geography-aware-ssl)|
- DINO-MM - xlab/DINO-MM)|
- CMID - LHRS/official-CMID)|
- RingMo-Sense
- IaI-SimCLR
- DINO-MM - xlab/DINO-MM)|
- GeoKR - Knowledge-driven-Representaion-Learning)|
- Paper - stojnic/CMC-RSSR)|
- SeCo - contrast)|
- RS-BYOL
- GeCo
- MATTER
- CSPT
- SatMAE - group/SatMAE)|
- RS-BYOL
- RingMo
- RVSA - Transformer/Remote-Sensing-RVSA)|
- RSP - Transformer/Remote-Sensing-RVSA)|
- CSPT
- Paper - AIML/SSLTransformerRS)|
- BFM
- CMID - LHRS/official-CMID)|
- RingMo-Sense
- IaI-SimCLR
- CACo
- SatLas
- Paper - AIML/SSLTransformerRS)|
- BFM
- CROMA
- Cross-Scale MAE - Scale-MAE)|
- DeCUR - xlab/DeCUR)|
- GFM
- Scale-MAE - climate-initiative/scale-mae)|
- DINO-MC - MC)|
- GFM
- Scale-MAE - climate-initiative/scale-mae)|
- DINO-MC - MC)|
- CROMA
- Cross-Scale MAE - Scale-MAE)|
- DeCUR - xlab/DeCUR)|
- Presto
- FG-MAE - xlab/FGMAE)|
- Prithvi - nasa-geospatial)|
- RingMo-lite
- Paper
- EarthPT
- Presto
- CtxMIM
- FG-MAE - xlab/FGMAE)|
- Prithvi - nasa-geospatial)|
- RingMo-lite
- Paper
- USat
- AIEarth - aiearth.aliyun.com/#/)|
- AIEarth - aiearth.aliyun.com/#/)|
- Paper - JEPA)|
- link
- Paper - JEPA)|
- link
- link
- Paper
- GeRSP
- SwiMDiff
- OFA-Net
- Paper
- GeRSP
- SwiMDiff
- OFA-Net
- SMLFR - SIRS/SMLFR)|
- SpectralGPT
- S2MAE
- SatMAE++
- msGFM
- MTP - Transformer/MTP)|
- DOFA - xlab/DOFA)|
- SMLFR - SIRS/SMLFR)|
- SpectralGPT
- S2MAE
- SatMAE++
- DOFA - xlab/DOFA)|
- msGFM
- SARATR-X - X)|
- LeMeViT - Transformer/LeMeViT/tree/main?tab=readme-ov-file)|
- SoftCon - xlab/softcon?tab=readme-ov-file)|
- RS-DFM
- A2-MAE
- HyperSIGMA - Sigma/HyperSIGMA?tab=readme-ov-file)|
- SARATR-X - X)|
- LeMeViT - Transformer/LeMeViT/tree/main?tab=readme-ov-file)|
- SoftCon - xlab/softcon?tab=readme-ov-file)|
- RS-DFM
- HyperSIGMA - Sigma/HyperSIGMA?tab=readme-ov-file)|
- MM-VSF
- MA3E
- SpectralEarth
- SenPa-MAE - MAE)|
- SAR-JEPA - JEPA)|
- PIS - WHU/PIS)|
- OReole-FM
- PIEViT
- OmniSat - ov-file)|
- MA3E
- SpectralEarth
- SenPa-MAE - MAE)|
- RingMo-Aerial
- SAR-JEPA - JEPA)|
- PIS - WHU/PIS)|
- OReole-FM
- PIEViT
- SatVision-TOA - nccs-hpda/pytorch-caney)|
- RS-vHeat
- SatVision-TOA - nccs-hpda/pytorch-caney)|
- RS-vHeat
- MMEarth
- Prithvi-EO-2.0 - IMPACT/Prithvi-EO-2.0)|
Remote Sensing <ins>Vision-Language</ins> Foundation Models
- RemoteCLIP
- RSGPT
- RemoteCLIP
- Paper - roberts1/charting-new-territories)|
- Paper - Sensing-ChatGPT)|
- Paper - nwpu/SkyEyeGPT)|
- Paper
- GeoChat - oryx/GeoChat)|
- Paper
- Paper - KSU/RS-LLaVA?tab=readme-ov-file)|
- Paper - Z13/SkySenseGPT)|
- Paper
- Paper
- Paper
- Paper
- Paper - LHRS/LHRS-Bot)|
- GRAFT
- Paper - Sensing-ChatGPT)|
- Paper - nwpu/SkyEyeGPT)|
- Paper
- Paper - LHRS/LHRS-Bot)|
- GeoChat - oryx/GeoChat)|
- Paper
- Paper - KSU/RS-LLaVA?tab=readme-ov-file)|
- Paper - Z13/SkySenseGPT)|
- Paper
- Paper
- Paper
- Paper
- Paper - LHRS/LHRS-Bot)|
- SkyCLIP
- Paper
- Paper
Remote Sensing <ins>Generative</ins> Foundation Models
- link
- Paper - sat)|
- Paper
- DiffusionSat - khanna/DiffusionSat)|
- Paper - Diff?tab=readme-ov-file)|
- Paper
- link
- Paper - sat)|
- DiffusionSat - khanna/DiffusionSat)|
- Paper
- Paper
- Paper
Remote Sensing <ins>Vision-Location</ins> Foundation Models
- CSP - website/)|
- GeoCLIP
- SatCLIP
- SatCLIP
- CSP - website/)|
- GeoCLIP
Remote Sensing <ins>Vision-Audio</ins> Foundation Models
- Paper
Remote Sensing <ins>Task-specific</ins> Foundation Models
- Paper - MAE?tab=readme-ov-file)|Image Classification|
- Paper - Yang-Liu/PromptCC)|Remote Sensing Image Change Captioning|
- Paper
- Paper - MAE?tab=readme-ov-file)|Image Classification|
- Paper - Yang-Liu/PromptCC)|Remote Sensing Image Change Captioning|
- Paper
- Paper
- Paper
- Paper
- Paper
- Paper - shot Change Detection|
- Paper - image Retrieval|
- Paper
- Paper
- Paper
- Paper
- Paper
- Paper
- Paper
- Paper
- Paper - shot Change Detection|
- Paper - image Retrieval|
- Paper
- Paper
- Paper
- Paper
Remote Sensing Agents
- Paper
- Paper
- Paper - Yang-Liu/Change-Agent)|
- Paper
- Paper
- Paper - Yang-Liu/Change-Agent)|
Benchmarks for RSFMs
- Paper - is-all-you-need)|Classification|
- Paper - bench)|Segmentation & Regression estimation|
- SkySense - source|Classification & Segmentation & Detection & Change detection & Multi-Modal Segmentation: Time-insensitive LandCover Mapping & Multi-Modal Segmentation: Time-sensitive Crop Mapping & Multi-Modal Scene Classification|
- Paper - is-all-you-need)|Classification|
- Paper - bench)|Classification & Segmentation|
- FoMo-Bench
- Paper - bench)|Segmentation & Regression estimation|
- VLEO-bench
- UrBench
- VLEO-bench
- link
- PANGAEA - bench)|Segmentation & Change detection & Regression|
- COREval
- GEOBench-VLM - AI-Alliance/GEO-Bench-VLM)|Scene Understanding & Counting & Object Classification & Event Detection & Spatial Relations|
📢 Latest Updates
- link

Programming Languages

Python 6 Jupyter Notebook 6

Ecosyste.ms: Awesome

Awesome-Remote-Sensing-Foundation-Models

(Large-scale) Pre-training Datasets

Survey Papers

Remote Sensing <ins>Vision</ins> Foundation Models

Remote Sensing <ins>Vision-Language</ins> Foundation Models

Remote Sensing <ins>Generative</ins> Foundation Models

Remote Sensing <ins>Vision-Location</ins> Foundation Models

Remote Sensing <ins>Vision-Audio</ins> Foundation Models

Remote Sensing <ins>Task-specific</ins> Foundation Models

Remote Sensing Agents

Benchmarks for RSFMs

📢 Latest Updates