Rocky Branch is a stream located in Blount County, Tennessee. It appears on the Wildwood USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 882.43 feet (268.96 m) above sea level. The nearest populated place is Melrose, approximately 0.6 miles to the SE.