Caulking the joints works good. I have done this exact thing several times. (I'm a contractor.)
If you want it to look really nice. Caulk the joints, coat the screw heads, and then spray on a texture and paint it. It's quick, easy, durable and cheap. Sometimes you can hardly tell that it's not...