Several experimental results obtained on the basis of figure-ground diagrams derived from existing EO-based geo-information layers from local to continental level assess the capabilities of the presented approach and demonstrate its potential to provide key information to quantitatively and qualitatively characterize settlement properties and patterns in any spatial detail