Lost Lake is a swamp located in Quitman County, Mississippi. It appears on the Sabino USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 155.87 feet (47.51 m) above sea level. The nearest populated place is Barksdale, approximately 0.6 miles to the NW.