While officers were en route, the Tacoma and Kia started driving at high speeds through various neighborhoods to escape police.
The woman was believed to have been making an illegal U-turn when she collided with another vehicle.
Those heading to Melbourne Airport are urged to allow plenty of extra time with traffic growing rapidly.