There are a handful of waterfalls named after the Spanish explorer DeSoto in the southeast. I know of at least two in Georgia alone and one in Alabama. These pictures are of upper and lower DeSoto Falls located off of highway 129 in North Georgia.
Upper DeSoto Falls reached by a 1.5 mile round trip trail.
Lower DeSoto Falls reached by a .5 mile round trip trail.