The most expensive to cross in the US is the Chesapeake Bay Bridge Tunnel in Virginia. It is one of the largest bridge tunnels at 17.6 miles. The bridge connects Southeastern Virginia and the Delmarva Peninsula (which includes Delaware and the Eastern Shore counties in Maryland and Virginia).