I reckon you could do it, but you're in for a bit of work. I just took the wraps off of my drums and had a great time with some really fun chemicals like acetone and mineral turpentine. Couldn't see straight for about a week, but in the end they look great.
You might procure yourself some o that stuff and try a spot test on the paint. Can't hurt, cause as PFOG said you might need take the wraps off anyway, so you'll have the gear.