To remove dog hair from caster wheels, use a lint roller or adhesive tape to pick up the hair. Alternatively, you can use a vacuum cleaner with a brush or crevice attachment to suck up the hair. Regularly cleaning and maintaining the wheels will help prevent future buildup.