“…Information on the characteristics and use of land surface elements has proved crucial for environmental studies involving biogeochemical cycles, conservation and the management of natural resources, urban planning, food and health among others (Fritz et al, 2015;Grimm et al, 2008;Maxwell, Meliker, & Goovaerts, 2009;Olson et al, 2001;Sterling, Ducharne, & Polcher, 2013). Remote sensing is the most significant technology for effective land cover mapping at large scales, bringing numerous advantages such as cost-effectiveness and repeatability of observations (Chilar, 2000;Kuemmerle et al, 2013).…”