Walnut Cove is a valley located in Towns County, Georgia. It appears on the Hiawassee USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,914.64 feet (583.58 m) above sea level. The nearest populated place is Young Harris, approximately 1.6 miles to the SSW.