Cane Mill Branch is a stream located in Franklin County, Mississippi. It appears on the Little Springs USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 282.15 feet (86.00 m) above sea level. The nearest populated place is Little Springs, approximately 2.6 miles to the S.