It happened near Calwa and Martin Luther King Junior Boulevard at around 10:30 a.m. Authorities say the victims are two males and a female. All ranging between the ages of 20 to 30-years-old.
Lt. Rob Beckwith of the Fresno Police said, "With that many rounds being fired in a neighborhood like that it's certainly very dangerous."
Investigators say the victims drove themselves to the hospital and suffered from non-life threatening injuries.
Authorities say they are not being cooperative.
Anyone with information should contact police.