Abstract: Highlights•We present a method to estimate a 3D realistic hand with both shape and appearance.•We propose a structural implicit 3D hand representation with part semantics.•We present a self-supervised hand appearance synthesis network.•The superiority of our method is demonstrated in extensive experiments.
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