Woody Branch is a stream located in Fannin County, Georgia. It appears on the Wilscot USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,971.14 feet (600.80 m) above sea level. The nearest populated place is Sugar Hill, approximately 0.6 miles to the SSW.