Poplar Spring is a spring located in Cocke County, Tennessee. It appears on the Lemon Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,080.95 feet (939.07 m) above sea level. The nearest populated place is Boomer, approximately 0.7 miles to the ESE.