On Monday police pulled over Isiah Barker in Forest Park, just outside of Atlanta.
Barker threw punches at police and trying to run away.
He was eventually handcuffed.
Barker is charged with killing Cynthia Funches of Highland Indiana.
She was 20 weeks pregnant at the time.