There are two more between Winch and QE that I know of, one at the Meon Fishery place and one at the Sustainability centre just up the road from the fisheries.
There is also that pub you pass just outside Winchester, but I've never investigated if they have an outside tap.
Is Visitor Centre the QE park one? If not, there is one there....