First of all, you should be using the best screw driver that you can get your hands on. A brand new one would be the best choice.

You've already tried tapping the screw driver with a hammer and that USUALLY works for stubborn screws. I've also found that if you try to actually tighten the screw, sometimes they will break free in that direction, then you can loosen the screw.