Diffusers
Safetensors
remote-sensing
computer-vision
diffusion-models
controlnet
generative-model
earth-observation
open-vocabulary
image-dataset
Instructions to use jaychempan/EarthSynth with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use jaychempan/EarthSynth with Diffusers:
pip install -U diffusers transformers accelerate
from diffusers import ControlNetModel, StableDiffusionControlNetPipeline controlnet = ControlNetModel.from_pretrained("jaychempan/EarthSynth") pipe = StableDiffusionControlNetPipeline.from_pretrained( "fill-in-base-model", controlnet=controlnet ) - Notebooks
- Google Colab
- Kaggle
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README.md
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<p align="center">
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<a href="https://arxiv.org/abs/2505.12108"><img src="https://img.shields.io/badge/Arxiv-2505.12108-b31b1b.svg?logo=arXiv"></a>
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<!-- <a href="http://arxiv.org/abs/2408.09110"><img src="https://img.shields.io/badge/AAAI'25-Paper-blue"></a> -->
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<a href="https://jianchengpan.space/EarthSynth-website/index.html"><img src="https://img.shields.io/badge/EarthSynth-Project_Page-<color>"></a>
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<a href="https://
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<a href="https://huggingface.co/jaychempan/EarthSynth"><img src="https://img.shields.io/badge/
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<a href="https://github.com/jaychempan/EarthSynth/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-MIT-orange"></a>
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</p>
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## Examples
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## TODO
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- [x] Release EarthSynth-180K Dataset to 🤗 HuggingFace
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## News
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- [2025/10/30] EarthSynth Models is uploaded to 🤗 [HuggingFace](https://huggingface.co/jaychempan/EarthSynth).
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- [2025/8/7] EarthSynth-180K dataset is uploaded to 🤗 [HuggingFace](https://huggingface.co/datasets/jaychempan/EarthSynth-180K).
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- [2025/5/20] Our paper of "EarthSynth: Generating Informative Earth Observation with Diffusion Models" is up on [arXiv](https://arxiv.org/abs/2505.12108).
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<p align="center">
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<a href="https://arxiv.org/abs/2505.12108"><img src="https://img.shields.io/badge/Arxiv-2505.12108-b31b1b.svg?logo=arXiv"></a>
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<a href="https://jianchengpan.space/EarthSynth-website/index.html"><img src="https://img.shields.io/badge/EarthSynth-Project_Page-<color>"></a>
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<a href="https://www.modelscope.cn/studios/ML4Sustain/EarthSynth"><img src="https://img.shields.io/badge/Demo-ModelScope-624aff?logo=modelscope" /></a>
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<a href="https://huggingface.co/datasets/jaychempan/EarthSynth-180K"><img src="https://img.shields.io/badge/Dataset-HuggingFace-ffd21e?logo=huggingface" alt="Dataset"></a>
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<a href="https://huggingface.co/jaychempan/EarthSynth"><img src="https://img.shields.io/badge/Model-HuggingFace-ffd21e?logo=huggingface" alt="Model"></a>
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<a href="https://github.com/jaychempan/EarthSynth/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-MIT-orange"></a>
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</p>
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## Examples
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<div align="center">
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<p>A satellite image of <span style="color:inherit;">road</span>.</p>
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<img src="./assets/gifs/DG_629683_0_road_1.gif" width="10%">
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<img src="./assets/gifs/DG_629683_0_road_2.gif" width="10%">
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<img src="./assets/gifs/DG_629683_0_road_3.gif" width="10%">
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<img src="./assets/gifs/DG_629683_0_road_4.gif" width="10%">
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<img src="./assets/gifs/DG_629683_0_road_5.gif" width="10%">
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</div>
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<div align="center">
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<p>A satellite image of <span style="color:inherit;">small vehicle</span>.</p>
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<img src="./assets/gifs/FAST_train_5093_0001_0_small_vehicle_1.gif" width="10%">
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<img src="./assets/gifs/FAST_train_5093_0001_0_small_vehicle_2.gif" width="10%">
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<img src="./assets/gifs/FAST_train_5093_0001_0_small_vehicle_3.gif" width="10%">
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<img src="./assets/gifs/FAST_train_5093_0001_0_small_vehicle_4.gif" width="10%">
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<img src="./assets/gifs/FAST_train_5093_0001_0_small_vehicle_5.gif" width="10%">
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</div>
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<div align="center">
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<p>A satellite image of <span style="color:inherit;">tree</span>. (Flood)</p>
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<img src="./assets/gifs/OEMxBD_coxsbazar_56_2_tree_1.gif" width="10%">
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<img src="./assets/gifs/OEMxBD_coxsbazar_56_2_tree_2.gif" width="10%">
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<img src="./assets/gifs/OEMxBD_coxsbazar_56_2_tree_3.gif" width="10%">
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<img src="./assets/gifs/OEMxBD_coxsbazar_56_2_tree_4.gif" width="10%">
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<img src="./assets/gifs/OEMxBD_coxsbazar_56_2_tree_5.gif" width="10%">
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</div>
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<div align="center">
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<p>A satellite image of <span style="color:inherit;">water</span>.</p>
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<img src="./assets/gifs/LD_300_0_water_1.gif" width="10%">
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<img src="./assets/gifs/LD_300_0_water_2.gif" width="10%">
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<img src="./assets/gifs/LD_300_0_water_3.gif" width="10%">
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<img src="./assets/gifs/LD_300_0_water_4.gif" width="10%">
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<img src="./assets/gifs/LD_300_0_water_5.gif" width="10%">
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</div>
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<div align="center">
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<p>A satellite image of <span style="color:inherit;">baseball diamond, vehicle</span>.</p>
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<img src="./assets/gifs/SIOR_07349_0_1.gif" width="10%">
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<img src="./assets/gifs/SIOR_07349_0_2.gif" width="10%">
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<img src="./assets/gifs/SIOR_07349_0_3.gif" width="10%">
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<img src="./assets/gifs/SIOR_07349_0_4.gif" width="10%">
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<img src="./assets/gifs/SIOR_07349_0_5.gif" width="10%">
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</div>
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## TODO
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- [x] Release EarthSynth-180K Dataset to 🤗 HuggingFace
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## News
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- [2026/6/3] Thanks to ModelScope's computing support, EarthSynth has been deployed on [ModelScope Studio](https://www.modelscope.cn/studios/ML4Sustain/EarthSynth).
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- [2025/10/30] EarthSynth Models is uploaded to 🤗 [HuggingFace](https://huggingface.co/jaychempan/EarthSynth).
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- [2025/8/7] EarthSynth-180K dataset is uploaded to 🤗 [HuggingFace](https://huggingface.co/datasets/jaychempan/EarthSynth-180K).
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- [2025/5/20] Our paper of "EarthSynth: Generating Informative Earth Observation with Diffusion Models" is up on [arXiv](https://arxiv.org/abs/2505.12108).
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