It's interesting to consider the relationship between the parametrisation of hypotheses and VC dimension. A triangle requires a fixed finite number of parameters (count them

), more general convex sets can require an unbounded number of parameters. I wouldn't expect a hypothesis set with a finite parametrisation to have an infinite VC dimension (although the two dimensions are only loosely related) but I haven't investigated the details much.