Stony Point is a cape located in Culpeper County, Virginia. It appears on the Culpeper East USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 383.86 feet (117.00 m) above sea level. The nearest populated place is Batna, approximately 0.7 miles to the SE.