Chesapeake Bay Bridge. The Chesapeake Bay Bridge is officially called the William Preston Lane, Jr., Memorial Bridge. Popularly called the Bay Bridge, this facility near Annapolis crosses the Chesapeake Bay as part of US-50/US-301.