Odiye made several appearances for the senior Nigeria national football team, including FIFA World Cup qualifying matches, and played at the 1976 and 1980 African Cup of Nations finals. He is well known for scoring an own goal in a 1978 FIFA World Cup qualifying match against Tunisia.