Forty-eight-year-old Willie Marshall has been charged in the case.
Officers say around 9 a.m. Tuesday night, Marshall hit at least four people who were walking along Martin Luther King Drive in Linden.
They say Marshall left the scene of the accident and later turned himself in to police. Investigators say the conditions of the other victims does not appear to be life threatening.
Marshall faces DUI and assault charges.