Sure they are cross dressers. Why? Not because it is right or wrong to wear those items.... but because these are examples of people wearing items MARKETED to the opposite gender. Thus they are crossing over gender lines to dress in clothes typically associated with the opposite gender.
Seems pretty simple to me. But I do understand how offensive it can be to describe someone in a way in which they would prefer to not be described.