Research questionHow can disaster mapping combine satellite and street-view imagery for fast, interpretable cross-hazard assessment without extensive annotation?Emergency responders need reliable maps soon after disasters, but imagery varies across locations and hazards. Manual annotation and reliance on a single observation source can slow mapping and limit generalization.