Rough Branch is a stream located in Greene County, Tennessee. It appears on the Hot Springs USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,676.51 feet (511.00 m) above sea level. The nearest populated place is Pine Spring, approximately 1.3 miles to the WNW.