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...