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Use case · Robotics

Egocentric data for robotics.

First-person footage of human hands performing real tasks — the demonstrations robots learn manipulation, grasping, and tool use from.

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The need

Robots learn manipulation most efficiently from human demonstration. A head-mounted, first-person view captures the hand–eye coordination, contact moments, and task sequences that fixed third-person cameras miss — the raw material for imitation learning and manipulation policies.

What we provide

  • Hand–object manipulation and grasping sequences
  • Multi-step tool-use and assembly tasks
  • Synced hand motion, IMU, and gaze alongside video
  • Diverse objects, materials, and environments

How it's collected

  • Scripted task scenarios plus natural, free-form activity
  • Fully consented contributors
  • Lightweight head-mounted multimodal capture rigs
  • Varied settings — kitchen, workshop, lab, field

How it's delivered

  • Frame-level action, object, and contact annotations
  • Standard, model-ready formats and splits
  • Documented provenance and licensing

Need Robotics data?

Tell us the tasks and environments — we'll scope the capture.