Explore details about location Neptune Avenue. Neptune Avenue is a location situated within the Chesapeake alongside other areas such as Basswood Court, Dunstan Court, Ships Landing. Additionally, some smaller parts of Neptune Avenue include specific areas like Laurel Avenue adding to the diversity of its landscape.