This paper addresses the objective estimation of land use and surface parameters using remote sensing data, in order to provide air quality models with surface parameter estimation procedures able to reflect spatial and seasonal changes. The example presented therein concerns NDVI estimation but can be extended to other parameters as long as their spectral or spatial properties allows their estimation with remote sensing data.