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Figure 1: Without 3D supervision, RingNet learns a mapping from the pixels of a single image to the 3D facial parameters of the FLAME model . Top: Images are from the CelebA dataset . Bottom: estimated shape, pose and expression.doi:10.1109/cvpr.2019.00795 dblp:conf/cvpr/SanyalBFB19 fatcat:bskyym6j2vewbmt372rxob5n5q