Officers said they got a call just before 3 a.m. but when they showed up at the scene, they found more than 15 shell casings but no victims or even witnesses.
A fight is believed to have escalated into gunshots being fired, according to investigators on scene.
According to police, the three victims showed up at two hospitals with non-life threatening injuries. One of the cars that showed up to the hospital had several bullet holes.
Names and ages of the victims are not yet known. Police do not have any suspects at this time.