Stout Branch is a stream located in Johnson County, Tennessee. It appears on the Baldwin Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,710.42 feet (826.14 m) above sea level. The nearest populated place is Walnut Grove, approximately 1.0 miles to the NNW.