The incident happened Jan. 26 around 2:30 a.m. at the Wienerschnitzel on the 200 block of North Gaffey Street.
The video shows one young man throwing a rock, breaking the drive-thru window. Then, he and his companion try to reach in and grab the cash drawer. They had no luck, so one of the suspects tried to squeeze through the window. Police say he pulled out the cash drawer but it was empty. The two men left, empty handed.
One of the suspects, 19-year-old Michael Alvarez of San Pedro, has since been arrested and convicted of the crime.
Police are still trying to locate his accomplice, seen in the video wearing a plain black hoodie. Anyone with information is asked to call LAPD detectives at (310) 726-7853.