Is 2D information enough for viewpoint estimation?

Is 2D information enough for viewpoint estimation?
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Amir Ghodrati, Marco Pedersoli, Tinne Tuytelaars
Proceedings British Machine Vision Conference(Nottingham, United kingdom, Sept. 01-05, 2014)BMVA Press.