Integration of airborne lidar and vegetation types derived from aerial photography for mapping aboveground live biomass

► We integrate airborne lidar and vegetation types for biomass mapping. ► Mixed-effects modeling improves biomass estimation performance. ► SAF cover is as powerful as NVC alliance-level types in biomass mapping.