We drove to this harbor and took the ferry to the Westman Islands (Vestmannaeyjar), you put your car on the ferry and take it over. Buy tix in advance and you need to be at the harbor 30 minutes before departure and the crossing itself takes 40 minutes. Really beautiful ferry ride as well (with snacks and food on board).