Basically unmistakable and is just what the name says: a swan with a black neck. It also sports a bright red knob where the beak meets the head, a feature that is enlarged on males during breeding season.
A couple of Black-necked Swans at Swan Lake Iris Gardens, Sumter, SC.

I have never seen one. Thanks for posting this!