Chapel 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 1,847.11 feet (563.00 m) above sea level. The nearest populated place is Hurst, approximately 0.5 miles to the E.