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New method animates full-body avatars with latent dynamics

Researchers have developed a new method for animating full-body avatars, enhancing realism by incorporating latent dynamics. This approach uses a transformer-based decoder and a dynamics residual latent to capture temporal variations in appearance and geometry beyond simple pose information. A learned dynamics model evolves this latent state, decomposing updates into driving, restoring, and dissipative forces to produce coherent, history-dependent animations with minimal computational overhead. AI

Summary written by gemini-2.5-flash-lite from 1 source. How we write summaries →

IMPACT Introduces a novel approach to avatar animation, potentially improving realism and temporal coherence in virtual environments.

RANK_REASON The cluster contains a research paper detailing a new method for avatar animation. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CV →

COVERAGE [1]

  1. arXiv cs.CV TIER_1 · Christian Häne ·

    Latent Dynamics for Full Body Avatar Animation

    Pose-driven full-body avatars built on neural rendering produce high-quality novel views of a captured subject. Yet loose clothing and other dynamic elements deform in ways pose alone cannot explain: the same pose can correspond to many different states, because their motion depe…