Among the dozens of items is a blouse she wore to Denmark as part of the International Olympics Committee.
Oprah says she would have kept the jacket if Chicago had been awarded the Olympics.
The auction, which runs from March 1-11, will benefit the Oprah Winfrey Leadership Academy for Girls in South Africa.
