Researchers have found a way to create face models using only a 2D picture or partial picture. The results are pretty impressive, even if they did turn a 2D picture of Muhammad Ali into a 3D render of Chris Brown.
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Source: [H]ardOCP – Using Neural Networks To Turn 2D Photos Into 3D Models