Electrical Assembly Robot Training Data
What is electrical-assembly training data for robots?
Electrical-assembly training data is egocentric (first-person) video of skilled electricians wiring panels, terminating circuits and assembling components - with depth, hand pose and action labels. It teaches robots the fine bimanual manipulation, tool use and inspection that generic factory footage and open datasets do not cover.
What nxted captures
Recorded from the worker’s point of view by credentialed electricians, with a safety and PPE record for each site.
- ›Panel wiring, termination and dressing of cable looms
- ›DIN-rail mounting and component placement
- ›Connector insertion, crimping and torque steps
- ›Continuity and visual inspection
- ›Hand pose, 6-DoF trajectories and action/success labels
Why electrical-assembly data is scarce and valuable
Open robot datasets such as Open X-Embodiment skew toward tabletop pick-and-place. Electrical work needs qualified people, fine tolerances and real safety controls, so it is rarely free or gig-collectable - while automation demand in manufacturing is high. Peer-reviewed imitation-learning scaling laws (ICLR 2025) show generalisation tracks the diversity of environments and objects, which industrial capture provides.
How nxted delivers it
Every dataset ships robotics-ready in LeRobot, RLDS and HDF5, with full metadata, a dataset card and a Data Trust Pack (consent, fair pay, redaction, provenance, QA). Start with a Physical AI Test Kit before committing to a full dataset.
FAQ
What is electrical-assembly robot training data?
Egocentric demonstrations of skilled electrical work - panel wiring, termination, component placement and inspection - annotated with hand pose and action labels, used to train manipulation policies.
Why not just use factory CCTV footage?
CCTV is third-person, unlabelled and rarely consented. Robots need first-person demonstrations with action and pose data from qualified workers - especially for safety-critical electrical tasks.
What formats is it delivered in?
LeRobot, RLDS and HDF5, plus raw and processed video, metadata, a dataset card and a QA report.
Is the capture consented and safe?
Yes - credentialed contributors, paid above local market rate, explicit consent, redaction, and an on-site safety/PPE record, under a DPDP and GDPR-aligned DPA.