Lathe Branch is a stream located in Rapides County, Louisiana. It appears on the Elmer USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 93.24 feet (28.42 m) above sea level. The nearest populated place is Gardner, approximately 2.8 miles to the NW.