Chapel Branch is a stream located in Perry County, Mississippi. It appears on the Barrontown USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 147.64 feet (45.00 m) above sea level. The nearest populated place is Tallahala, approximately 0.6 miles to the NE.