The incident occurred shortly before 2 a.m. in the area of South Raymond and East Elm avenues, according to the Fullerton Police Department.
The victims were transported to UCI Medical Center in critical condition, police said. Their conditions were later upgraded to stable.
A description of the driver's vehicle was not immediately available.
Anyone with information about the collision is asked to call Fullerton police at (714) 738-6762.