Some celebrate Leap Year by sipping champagne or sleeping in late.
Others celebrated by jumping off a building in Downtown Miami.
Two members of the Red Bull Air Force, an 11-person aerial sports team, took flight off the top of the Conrad Hotel just after noon on Wednesday.
The jump was part of larger celebration which saw leaps in Detroit, Las Vegas and Atlantic City.
Both jumpers executed their flights to perfection and landed safely on the street.