Collaboration involves closer (and usually more integrated) contact than cooperation.
Two countries might 'co-operate', by following their own route, but to achieve a common/ joint objective.
If they 'collaborated' this would imply that they were working closely together, maybe following a single (joint) route to achieve their objective.