Low- and middle-income country cities face unprecedented urbanization growth in slums. Gridded population data (e.g., ~100 × 100 m) derived from demographic spatial are a promising source of estimates, but limitations slums due to the dynamic nature this as well modelling assumptions. In study, we compared field-referenced boundaries counts Slum Dwellers International Lagos (Nigeria), Port Harc...