Cane Creek is a stream located in Pontotoc County, Mississippi. It appears on the Thaxton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 321.52 feet (98.00 m) above sea level. The nearest populated place is Flatwood, approximately 1.2 miles to the NNE.