If you can find a detailer locally, he may be able to polish it out. Doesn't look too deep in the picture, but they should be able to let you know in person.
Those don't look deep enough to need touch up paint. A good detailer should be able to polish it out as EVS Motors suggested. That's the kind of thing that even I could correct in my garage.