I think this is more about the map. It is easier to remember that you have been at the crossing where that triangle street hits the half-circle road than to remember your position in an isomorphic grid, just like it is easier to know you stood next to that tree in a park (a point of interest) than to remember your exsct position in a lawn where every spot looks more or less the same as the other.