Kelse Hollow is a valley located in Floyd County, Kentucky. It appears on the Prestonsburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 639.41 feet (194.89 m) above sea level. The nearest populated place is Prestonsburg, approximately 0.4 miles to the WNW.