The environmental damage that salinity can cause is massive. In its early stages, soil salinization reduces soil productivity, but in advanced stages, salinization kills all vegetation and transforms fertile and productive land to barren waste. Remote sensing data has great potential for monitoring dynamic processes, including salinization. Any integration of field data, GIS, and remote sensing is considered weak unless some strong statistical measures are introduced. This study has shown the benefit of using satellite images in generating accurate soil salinity maps. Corn and alfalfa crops...