Getting into a city is typically not too difficult because one can always ask directions to "center".

For the reverse, one possibility to try, particularly if you have a GPS, is to pick a particular waypoint that is at least along the direction you wish to go, e.g. "airport" or "stadium". Ask folks for directions to that better known landmark and as your travels get further, then you can adjust the GPS location to be closer to your intended location.