Little Mix, Kings of Leon and Stormzy have already been announced for the event, which takes place on 27 and 28 May.
Katy, who headlined Big Weekend in Glasgow in 2014, announced the news on the Breakfast Show with Nick Grimshaw.
"Grimmy has told me all about Hull and we've already set up a date to the Yorkshire pudding factory," she said.
