Fuller Park's facility consisted of a symmetrical complex of buildings flanking a central outdoor children's courtyard. Commissioner Judge John Barton Payne donated funds for murals in the fieldhouse assembly hall. Painted by renowned muralist John Warner Norton, the artworks feature scenes of Spanish and French Explorers.