Mitoglou played with the junior national teams of Greece. With Greece's junior national teams, he played at the 2012 FIBA Europe Under-16 Championship, the 2013 FIBA Europe Under-18 Championship, the 2014 FIBA Europe Under-18 Championship, and the 2015 FIBA Under-19 World Cup.