A data structure has the notion of some kind of schema, e.g. a representation of a house would list things like square footage, bedrooms, etc. That's what's usually meant there: how is the structure of the domain represented as data?
A collection is, as Jeff says, just a set of objects. Collections do have structure, but their structure is solely organizational, e.g. a Tree, or a List or a LinkedList.