At the international level, Kalabane has made several appearances for the full Guinea national football team, including 10 qualifying matches for various FIFA World Cups. Kalabane played in four matches at the 2006 Africa Cup of Nations and four matches at the 2008 Africa Cup of Nations, where he scored a goal in the opening match, a 2–1 defeat to Ghana.