The presentation will discuss the computer-based methods applied in surface surveys in different cases of study located in the Mediterranean and the Indus basin. The work is part of a research program set up by a group of researchers from the University of Cambridge and the Catalan Institute of Classical Archaeology aiming at the development of automated workflows for the large-scale detection of archaeological sites in distinct ecological settings.