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New framework uses 3D trajectories for precise skeleton animation

Researchers have developed ACT, a novel framework for creating precise skeleton animations controlled by 3D trajectories. This approach utilizes skeletons as an efficient representation and extracts motion guidance from monocular video, avoiding the entanglement of appearance and background found in other methods. ACT employs a Routed Trajectory Injector with prior-guided hard routing, global routing, and local windowed cross-attention to ensure accurate skeleton-to-mesh correspondence, full-body motion awareness, and fine-grained temporal alignment, outperforming existing methods in fidelity and consistency. AI

RANK_REASON The cluster contains a research paper detailing a new framework for skeleton animation. [lever_c_demoted from research: ic=1 ai=0.7]

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New framework uses 3D trajectories for precise skeleton animation

COVERAGE [1]

  1. arXiv cs.CV TIER_1 English(EN) · Yueting Liu, Yanqin Jiang, Nian Liu, Jingmen Zhou, Zhengjun Zha, Weiming Hu, Jin Gao ·

    Follow Your Track: Precise Skeleton Animation Controlled by 3D Trajectories

    arXiv:2606.25344v1 Announce Type: new Abstract: 4D generation aims to animate 3D objects with realistic motion, holding great promise for applications. Existing methods typically decouple 3D asset generation from motion synthesis: acquire a 3D asset, prepare a structural represen…