Author

Andrea Bragagnolo

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Preprint Aug 2026

GEOID-Flood: A Large-Scale Multi-Modal Benchmark Dataset for Flood Segmentation

This work introduces GEOID-Flood, a large-scale multi-modal flood segmentation benchmark, derived from Copernicus Emergency Management Service activations, and reports three main findings: foundation models offer a consistent but modest advantage; optical-SAR fusion with finetuning best resolves transient flooding; and...

G. Chiriaco, Luca Barco, Andrea Bragagnolo et al. · 1 citation