The Outdoor Gymnasium, designed by Harry Barton of Greensboro, North Carolina, was opened in 1922. The open-construction building was located behind Rosenthal Gymnasium. It was approximately 91 feet long, 51 feet wide, and 20 feet to the top of the eaves. The Gymnasium was in existence until 1964, when it was torn down.