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preprint · arXiv (cs.CV), accepted to NeurIPS 2026, 2026 · Nov 5, 2026

InstantHand: Feed-Forward 3D Gaussian Splatting for Animatable Hand Avatar Reconstruction from a Single Image

Chanho Kim, Muhammad Salman Ali, Kyeonghwan Gwak, Muhammad Shaheryar, Incheol Park, Jeongwan On, Seungryul Baek

In plain English

Builds an animatable 3D hand avatar from one photo in a single forward pass, with fixes for thin-finger outline thickening and color drift. The authors report about 2.84 seconds to build an avatar and 161 FPS rendering.

gaussian splatting
real-time avatars
avatar design
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