Authorities found the driver at about 1 a.m. He was arrested for suspicion of driving under the influence.
No one was seriously injured in the accident, but at least one of the officers went to Harbor UCLA Medical Center to get checked out.
Los Angeles County Police operate under the county Office of Public Safety.
City News Service contributed to this story.