Blue Branch is a stream located in Cleburne County, Arkansas. It appears on the Quitman USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 567.59 feet (173.00 m) above sea level. The nearest populated place is Quitman, approximately 3.1 miles to the SW.