Veda Solutions // Client projects

Egocentric video annotation services

Turn first-person recordings into structured task and interaction labels for embodied AI and robot manipulation, with project-specific guidelines and in-house annotation review.

Discuss your project Request a relevant sample

25+ in-house annotation professionals · Collection, annotation, processing, QC and delivery

Built around your data requirements

For teams with existing POV footage or a new collection program. Agree what each action, object and interaction means in your dataset rather than applying a generic labeling taxonomy.

Task and action segmentation

Define task boundaries, action steps and timestamp conventions for sequences such as appliance handling or textile manipulation.

Object and interaction labels

Scope object detection, tracking and hand–object interaction labels around the entities relevant to your model.

Keypoints and temporal review

Discuss pose or keypoint requirements, ambiguous frames, occlusions and consistency checks across clips.

Agree a reviewable scope before scaling

  1. 01 / Define the brief

    Align tasks, data sources, annotation guidelines, volume, delivery structure and acceptance criteria with your team.

  2. 02 / Scope a pilot

    Discuss a representative batch for your technical team to review before agreeing the wider program. Pilot size, cost and timing are quoted per project.

  3. 03 / Review and deliver

    Refine the guidelines from review feedback, agree quality checks and plan delivery batches around the approved scope.

Review our collection and quality-control process

What to include in the project scope

  • An agreed action taxonomy and labeling guide
  • Timestamped task or action labels where in scope
  • Object annotations in an agreed schema
  • Guidelines for ambiguity and occlusion
  • A review and correction workflow
  • Clip identifiers linking labels to source video

Deliverables, pricing, capacity, timelines and usage rights are agreed for each engagement. LeRobot, RLDS and HDF5 requirements can be discussed; they are not advertised as standard supported exports.

Dataset structure and delivery formats

Inspect our original workplace recordings

Original first-person kitchen appliance task recording from Veda Solutions
Original workplace footage · Edited preview, not a client case study

Our sample showcase includes kitchen appliance, textile, upholstery and furniture-care recordings. Request a sample relevant to your task or labeling brief; availability and sharing terms are confirmed by our team.

View the dataset showcase

The showcase manifest and quality checklist are illustrative, not a downloadable production dataset.

Discuss consent, privacy and data rights

Tell us about your project

  • Example clips and your model training objective
  • Video hours, task categories and required temporal detail
  • Required objects, actions, keypoints or interaction labels
  • Your annotation schema, acceptance criteria and delivery timeline
Prepare a project enquiry Email the project team

Related