Abstract: Highlights•A Novel Human Pose Prior focusing on the geometric attributes of the latent space.•An Optimization Algorithm for optimizing latent variables directly on the learned manifold.•High-Order Interpolation Techniques adapted for the multi-dimensional latent space.
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