Web: http://arxiv.org/abs/2205.10636

Sept. 20, 2022, 1:13 a.m. | Xingzhe He, Bastian Wandt, Helge Rhodin

cs.CV updates on arXiv.org arxiv.org

Structured representations such as keypoints are widely used in pose
transfer, conditional image generation, animation, and 3D reconstruction.
However, their supervised learning requires expensive annotation for each
target domain. We propose a self-supervised method that learns to disentangle
object structure from the appearance with a graph of 2D keypoints linked by
straight edges. Both the keypoint location and their pairwise edge weights are
learned, given only a collection of images depicting the same object class. The
resulting graph is interpretable, …

arxiv human self-supervised learning supervised learning

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