Actually, the things are not waterproof. So i use a plastic bag if my bike is sitting outside or is being transported in the rain. We bought them we tried to use them found them rather disappointing (maybe they have improved?)
so yeah, plastic bag for me. And if you wrap them right, they don't come off. I never used the seat cover while riding nor do i use a plastic bag in those circumstances.