Techniques for generating an arbitrary perspective of a composite object are disclosed. In some embodiments, a specification of an orthographic view of a composite object comprises combined orthographic views of a plurality of objects, and an arbitrary perspective of the composite object is at least in part generated by populating the arbitrary perspective of the composite object with pixels harvested from existing images of the plurality of objects.