Self-supervised representation learning (SSRL) concerns the problem of a useful data without requirement for labelled or annotated data. This can, in turn, be used to support solutions downstream machine problems. SSRL has been demonstrated tool field geographical information science (GIS). In this article, we systematically review existing research literature space answer following five questi...