Chelsea Cove Census Designated Place is a census located in Dutchess County, New York. It appears on the Poughquag USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 331.36 feet (101.00 m) above sea level. The nearest populated place is Chelsea Cove, approximately 0.0 miles to the W.