~/talk

Towards Unobtrusive Physical AI: Augmenting Everyday Objects with Intelligence and Robotic Moveme...

Talkat UIST 2025 · 2025-09-28..10-01· [robotics]
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System augments everyday objects with onboard motion via robotic wheel platforms and a pipeline that streams camera frames to an off‑the‑shelf VLM for captions, maintains a memory-based temporal understanding, queries an LLM to infer user goals, grounds actions with an object knowledge base, filters outputs with an action‑goal alignment check, and executes A* path planning with Bluetooth motor commands. Built prototypes move trivets, knives, key trays and push dongles; evaluation (4 actors, 4 annotators, 16 raters) matches human decisions and outperforms a VLM baseline.

AI-written summary · about

  1. 0:00Introduction and vision
  2. 1:27Motivation for physical AI
  3. 3:13System overview and examples
  4. 6:20Technical architecture
  5. 8:29Evaluation and results
  6. 9:11Challenges and future work
  7. 10:15Q&A session
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