Wipe off any dried acrylic or water-based paint residue with a paper towel. Sponge on a solution of laundry detergent and warm water. Once the paint has softened, remove as much as possible with a dull knife or a spoon. Rinse and repeat until most of the stain has been removed. Machine wash.