Witnesses reported seeing two men walk away from the car after the crash, and police are still trying to identify the suspects. No arrests have been made.
KITV and the Honolulu Star-Advertiser reported the car is registered to West, who had been in Hawaii while recording a new album.
Police spokeswoman Michelle Yu wouldn't confirm who owns the car, and West's agent didn't immediately return a phone message seeking comment.
