Rough Branch is a stream located in Polk County, Tennessee. It appears on the Farner USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,121.51 feet (341.84 m) above sea level. The nearest populated place is Apalachia, approximately 1.0 miles to the SE.