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Image Credit: Arxiv

Cross-Modal Diffusion for Biomechanical Dynamical Systems Through Local Manifold Alignment

  • A new approach for cross-modal biomechanical motion generation is proposed in this arXiv paper.
  • The method aligns latent representations of observed joint angles and ground reaction forces to denoise and disambiguate each modality.
  • The approach leverages the fact that local time windows of joint angles and ground reaction forces represent the same phase of the underlying dynamical system.
  • Experimental results demonstrate that aligning local latent dynamics across modalities improves generation fidelity and representations.

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