Rockhouse Branch is a stream located in Johnson County, Kentucky. It appears on the Paintsville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 585.79 feet (178.55 m) above sea level. The nearest populated place is Thelma, approximately 0.3 miles to the ESE.