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FreeResearchGlobal

SenForFlood Global Flood Detection Dataset

Comprehensive ML training dataset for flood mapping with 353 flood events from all continents using Sentinel-1 SAR and Sentinel-2 optical imagery with terrain data and analyst-verified flood masks

github.com

At a glance

Region
Global
Coverage
353 flood events across all continents (2025)
Access
Free
Category
Research

What's inside

  • Flood Maps
  • SAR Flood Detection
  • Training Data
  • Flood Masks

What you can do with it

Typical work that data of this type supports.

  1. 01

    Hazard maps

    Map flood-prone areas and who and what is exposed.

    Because it has: Flood Maps

  2. 02

    Model validation

    Check flood models against observed events.

  3. 03

    Design storms

    Build rainfall intensity-duration-frequency curves for drainage design.

    Because it has: Training Data

Where AI adds value

Ideas for machine learning and AI agents built on this kind of data.

  1. 01

    Flood extent from SAR

    Segment flooded areas in radar imagery, even through cloud.

  2. 02

    Depth estimates

    Learn flood depth from terrain, rainfall and past events.

  3. 03

    Downscaling

    Turn coarse rainfall grids into field or ward scale estimates.

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