Mihajlović was born in Vukovar, SR Croatia, near the border of SR Serbia.
Mihajlović was part of the golden generation of Yugoslav players who won the 1987 FIFA World Youth Championship in Chile, but was not selected in the team that head coach Mirko Jozić took to the tournament.