I'm too lazy to take them off if they are already hung.
My dad's a painter and he told us to buy a very small roller. It's about 12cm wide and about 3cm diameter. Best thing since sliced bread. Wedge under the door so it doesn't move and roll. 2 coats. Easy.
And don't use water based...