Render one frame, paint the white and black over it, then use that as the fog image.
I'd make the fog color slightly grayish-blue, really, to more closely mimic the bluing of the atmosphere.
Ding, ding, ding, ding! Power-User Answer of the Week award goes to Nancy. This will work even if the camera moves.