Rock Spring Branch is a stream located in Bedford County, Tennessee. It appears on the Shelbyville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 729.61 feet (222.39 m) above sea level. The nearest populated place is Forest Hills, approximately 2.1 miles to the NNW.