A Justin Bieber Birthday Card, from Billboard.com
NEW YORK - JUNE 04: <> at Rockefeller Center on June 4, 2010 in New York City. (Photo by Bryan Bedder/Getty Images) Bryan Bedder/Getty Images

"Step Up" and "Step Up 3D" director Jon Chu is taking on the Justin Bieber 3D biopic.

Chu first teased that he would work on the project in a series of tweets yesterday (Aug. 12), and now he and the teen singer have confirmed it, The Wrap first reported. The director eventually tweeted: "It's Official...I HAVE BIEBER FEVER."

Justin Bieber to Star as Himself in 3D Biopic

Chu included a link to a YouTube video, in which Bieber, who will play himself, introduces him as the film's director. "An Inconvenient Truth" director Davis Guggenheim was previously in negotiations to helm the film, but later backed out of the role.

Justin Bieber: The Billboard Cover Story

The still-untitled movie is scheduled for a Feb. 11 release.

(Additional reporting by Jason Lipshutz, Billboard)