Cool 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 188.48 feet (57.45 m) above sea level. The nearest populated place is Georgetown, approximately 3.0 miles to the NNE.