Overspray on exhaust tips

When my car was painted they got a bunch of the red oversprayed on the exhaust tips....other than the overspray they seem to be in decent shape no pitting or anything major....what should/can I do to "fix" this instead of picking up new tips($91 a set). just use paint thinner on them? and then polish them out? or is there something im overlooking?