I'd rather hit the tire with some sandpaper than modify the brake. Flip the bike over, get some mid-grit sandpaper and spin the wheel while using light pressure on the tire.

You also may be able to adjust how open the caliper sits at rest or adjust how it sits in the fork to give more clearance.