Bailey Branch is a stream located in Leslie County, Kentucky. It appears on the Hyden East USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 920.80 feet (280.66 m) above sea level. The nearest populated place is Wooton, approximately 1.3 miles to the NW.