Rock Spring Branch is a stream located in Quitman County, Georgia. It appears on the Hatcher USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 201.80 feet (61.51 m) above sea level. The nearest populated place is Hatcher, approximately 2.1 miles to the N.