In July 2007, Morishige was elected Japan U-20 national team for 2007 U-20 World Cup. At this tournament, he played 3 matches as defensive midfielder. In August 2008, he was elected Japan U-23 national team for 2008 Summer Olympics. At this tournament, he played full time in all 3 matches as defender.