The accident occurred at N. Miami Boulevard near Fiske Street.
Police say a vehicle was illegally trying to pass another vehicle on the right when it struck another car that was parked on the right shoulder.
There were a total of four injuries with one being critical. They were all transported to Duke Hospital ER.
The driver at fault fled on foot and has not been apprehended at this time.
Anyone with information is encouraged to call Durham Crimestoppers at 683-1200 or Inv. T.L. Gilliam at 560-4314.