Bieber allegedly drove his Ferrari at very high speeds through the gated community where he lives in Calabasas. His attorneys say the video shows Bieber just parked the car after a friend took it on a joy ride, the Los Angeles Times reported.
But officials with the sheriff's office said the video offers no proof about what happened during the drive. It shows a friend in the car, and Bieber getting off a motorcycle to park it.
At least one witness has reported seeing Bieber at the wheel driving around the neighborhood at speeds more suitable for a highway. Rapper Tyler the Creator, however, has said he was at the wheel.
Bieber's driving has gotten him in trouble in the past. In March, he allegedly spat at a neighbor who admonished him about driving dangerously in an area with many children, an act that could bring a battery charge, and he got a ticket last year for making an unsafe turn.
Eric Dickerson, the former Hall of Fame running back with the NFL, admonished Bieber on Twitter: "Hey @justinbieber I use to have a white Ferrari too, but I knew the speed limit in neighborhoods where kids played. Just to be clear, I think @justinbieber is a talented young man. But as a parent of young kids the reckless driving concerns me."