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README.md
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[](https://arxiv.org/abs/todo)
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[](https://huggingface.co/datasets/ibm-esa-geospatial)
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[](https://github.com/IBM/ImpactMesh)
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[](https://research.ibm.com/blog/todo)
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# ImpactMesh-Flood
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ImpactMesh is a
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---
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[](https://arxiv.org/abs/todo)
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[](https://github.com/IBM/ImpactMesh)
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[](https://research.ibm.com/blog/todo)
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# ImpactMesh-Flood
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ImpactMesh is a large-scale multimodal, multitemporal dataset for flood and wildfire mapping, released by IBM, DLR, and the ESA Φ-lab.
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It integrates **Sentinel-1 SAR**, **Sentinel-2 optical**, **Copernicus DEM**, and high-quality annotations from Copernicus EMS.
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The technical report is released soon. You find the wildfire subset here: https://huggingface.co/datasets/ibm-esa-geospatial/ImpactMesh-Fire.
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---
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## Features
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- Multimodal: SAR, optical, DEM
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- Multitemporal: Four time steps (pre-month, pre-event, event, post-event)
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- Global coverage: 200+ flood events
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- Scale: 80K samples
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- License: CC-BY 4.0
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## Quick Start
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Download the dataset with:
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```shell
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hf download ibm-esa-geospatial/ImpactMesh-Flood --repo-type dataset --local-dir data/ImpactMesh-Flood
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# Only download a single modality (e.g., S2L2A)
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hf download ibm-esa-geospatial/ImpactMesh-Flood --repo-type dataset --include "data/S2L2A.tar" --local-dir data/ImpactMesh-Flood
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```
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Untar the samples with:
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```shell
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tar -xf data/ImpactMesh-Flood/data/S1RTC.tar -C data/ImpactMesh-Flood/data
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tar -xf data/ImpactMesh-Flood/data/S2L2A.tar -C data/ImpactMesh-Flood/data
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tar -xf data/ImpactMesh-Flood/data/DEM.tar -C data/ImpactMesh-Flood/data
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tar -xf data/ImpactMesh-Flood/data/MASK.tar -C data/ImpactMesh-Flood/data
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```
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We use [TerraTorch](https://terrastackai.github.io/terratorch/stable/) for the model fine-tuning and provide data modules for ImpactMesh. You can download the code and configs for the fine-tuning from https://github.com/IBM/ImpactMesh.
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Alternatively, you can install the data loading code with:
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```shell
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pip install impactmesh
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```
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```shell
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terratorch fit --config configs/terramind_v1_tiny_impactmesh_flood.yaml
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```
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## Citation
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Our technical report is released soon!
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## Acknowledgement
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ImpactMesh was developed as part of the FAST‑EO project funded by the European Space Agency Φ‑Lab (contract #4000143501/23/I‑DT).
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Sentinel-2 Level-2A data were downloaded from Microsoft Planetary Computer and are provided under Copernicus Sentinel license conditions (© European Union 2015–2025, ESA) (https://planetarycomputer.microsoft.com/dataset/sentinel-2-l2a).
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Sentinel-1 Radiometrically Terrain Corrected (RTC) SAR data were retrieved from Microsoft Planetary Computer (calibrated to GRD and terrain-corrected using PlanetDEM) under Copernicus Sentinel license terms (© European Union 2014–2025) (https://planetarycomputer.microsoft.com/dataset/sentinel-1-rtc).
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The DEM data is produced using Copernicus WorldDEM-30 © DLR e.V. 2010-2014 and © Airbus Defence and Space GmbH 2014-2018 provided under COPERNICUS by the European Union and ESA; all rights reserved.
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Annotations were sourced from the Copernicus Emergency Management Service (© European Union, 2012–2025), available at https://emergency.copernicus.eu/.
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