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Fast 4D Mesh Generation by Spatio-Temporal Attention Chains

Spatio-Temporal Attention Chains accelerate training-free 4D mesh generation 13x to 9 seconds via latent temporal correspondences, improving quality, scaling to longer videos, and enabling tracking and camera estimation.

Dvir Samuel, Yuval Atzmon, Gal Chechik, Yoni Kasten

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 11 on Hugging Face

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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 2/5