The 33-year-old Oh died on Monday after his motorcycle collided with a car making a U-turn, Yonhap News Agency said on Tuesday.
Oh was a member of South Korea's gold medal winning 5,000 metres relay team at the 2006 Winter Olympics in Turin. He retired later that year.
(Reporting by Greg Stutchbury in Wellington; Editing by Andrew Both)