Veda Solutions // Client projects

Computer vision annotation services

Commission image and video labeling for perception models, supported by 25+ in-house annotation professionals and a quality-control workflow matched to your project.

Discuss your project Request a relevant sample

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

Built around your data requirements

For computer vision, robotics and automation teams that need annotation capacity for an existing dataset or a combined collection-and-labeling project. Scope the label definitions, edge cases and review criteria before production work begins.

Detection and classification

Define bounding boxes, object classes and image-level labels, with clear rules for small, truncated or overlapping objects.

Segmentation

Discuss masks, instance boundaries and class definitions, including the level of detail your model and review process require.

Tracking and keypoints

Scope object identities across video frames and landmark definitions, with documented handling of occlusions and missing points.

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

  • A class ontology and annotation guideline
  • Image or frame annotations in your agreed structure
  • Rules for difficult and ambiguous examples
  • Reviewer feedback and correction handling
  • Source-to-label identifiers and metadata
  • Project-specific quality checks and acceptance criteria

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

  • Your perception task and example images or video clips
  • Image count or video hours, class list and label types
  • Existing tools, output schema and review requirements
  • Batch delivery preferences, target timeline and project constraints
Prepare a project enquiry Email the project team

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