Upper Deep Creek is a gut located in Salem County, New Jersey. It appears on the Canton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2.00 feet (0.61 m) above sea level. The nearest populated place is Pine Island, approximately 1.3 miles to the ESE.