jokes aside, an outside radius you can do without a problem on a flat stone, on an inside radius either get yourself a round stone, or wrap sandpaper around a dowel
Convenient way is sandpaper and a dowel of a similar diameter of the gouge. The best way is to get gouge sharpening stones because I hate sharpening on sandpaper.