Under increasing pressure from climate change and economic development activities, many coastal and island ecosystems are facing the risk of degradation. The application of unmanned aerial vehicles (UAVs) enables rapid, accurate, and cost-effective data collection, thus contributing to ecosystem monitoring, biodiversity conservation, and the sustainable development of the marine economy.