Insights // Guides
Insights for physical AI data teams
Practical guidance for robotics, embodied AI and computer vision teams planning real-world data programs.
How to collect egocentric data for robot manipulation
Planning tasks, environments and recording guidelines for first-person demonstration data.
Teleoperation vs first-person demonstration data
When each data type fits, and how teams combine them.
Preparing video datasets for embodied AI training
From raw footage to segmented, labelled, training-ready clips.
Data quality controls for computer-vision annotation
Guidelines, review layers and metrics that keep labels consistent at scale.
Have a Data Collection or Annotation Project?
Whether you need real-world data collected, an existing dataset annotated, or an end-to-end data pipeline, Veda Solutions can build and scale the workflow around your requirements.