One of the most famous dresses in Hollywood history is up for auction. It's the blue-and-white gingham dress Judy Garland wore as Dorothy in "The Wizard of Oz." It could become one of the most expensive costumes ever sold. Bonhams Auctions in New York is setting a starting price of one-point-two million dollars for the dress in today's "Treasures from the Dream Factory" sale.