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New method animates full-body avatars with realistic clothing dynamics

Researchers have developed a new method for animating full-body avatars, particularly focusing on the realistic deformation of loose clothing. Their approach augments a pose-conditioned 3D Gaussian avatar with a transformer-based decoder and a dynamics residual latent. This latent component captures temporal variations beyond simple pose, evolving based on history, inertia, and contact forces to produce coherent and history-dependent motion rollouts with minimal computational overhead. AI

Summary written by gemini-2.5-flash-lite from 2 sources. How we write summaries →

IMPACT Introduces a novel approach to avatar animation, improving realism for dynamic elements like clothing, which could enhance virtual environments and digital content creation.

RANK_REASON The cluster contains an academic paper detailing a new method for avatar animation.

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COVERAGE [2]

  1. Hugging Face Daily Papers TIER_1 ·

    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…

  2. 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…