I never ever ever take off my wedding band (plain gold - no stones). However, I do remove my engagement ring and an anniversary band when I sleep and shower, because a jeweler told me that the stones will get cloudy with the soaps and shampoos in the shower, and I've scratched my DH when sleeping! 
