Leaf Branch is a stream located in Martin County, Indiana. It appears on the Shoals USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 474.24 feet (144.55 m) above sea level. The nearest populated place is Dover Hill, approximately 1.6 miles to the NNE.