arXiv Artificial Intelligence

Harnessing Coupled Stream Completion For Human-Object Interaction Modeling

2 hours ago 30.09.2026 07:00 👁 2 views
Harnessing Coupled Stream Completion For Human-Object Interaction Modeling

Quick summary

arXiv:2609.32551v2 Announce Type: replace-cross Abstract: Text-conditioned human-object interaction (HOI) generation requires body motion, object trajectories & rotations, and hand articulation to remain coordinated. These components differ in scale and dynamics, but must agree on contact, relative pose, and timing. A shared representation may limit the distinct structure of each stream, while independent generation prevents each stream from responding to changes in the others. Latent supervision alone also does not directly constrain contact after decoding. We propose TRACE, a continuous late

Key takeaways

  • arXiv:2609.32551v2 Announce Type: replace-cross Abstract: Text-conditioned human-object interaction (HOI) generation requires body motion, object trajectories & rotations, and hand articulation to remain coordinated.
  • These components differ in scale and dynamics, but must agree on contact, relative pose, and timing.
  • A shared representation may limit the distinct structure of each stream, while independent generation prevents each stream from responding to changes in the others.

Why it matters

The importance of “Harnessing Coupled Stream Completion For Human-Object Interaction Modeling” will be measured by what changes in practice. User behavior, access conditions, verifiable performance and responsible-use outcomes are the signals worth following.

Kaynak sitede devamını oku: arXiv Artificial Intelligence ↗