The accident happened just before 6:00 p.m. at 47th and Walnut streets.
Police say two vehicles collided, with one striking two pedestrians before crashing into a traffic light.
The driver of one of the vehicles fled the scene.
Six people were taken to area hospitals with injuries deemed to be not life-threatening.
Police are investigating.