Q3AI Services · Models & data
Computer Vision
Computer vision lets software recognize and measure what appears in images and video. We build systems for detection, classification and inspection, and plan carefully for lighting, cameras and privacy.
- Focus
- Software that understands images and video for inspection, counting and monitoring.
- Building blocks
- Object detection and segmentation models · Video pipelines · Edge devices · Annotation tooling
- Suits
- Operations with cameras or photographs already in play
Built around your business.
Vision projects succeed or fail on the real environment, not the model. We start with samples from your actual setting and say plainly what accuracy is realistic.
What we deliver.
- 01
Image and video data collection
Gathering and labeling representative samples from your real environment.
- 02
Model development
Detection, classification or segmentation models evaluated on unseen footage.
- 03
Deployment options
Cloud, on-premise or on-device processing, chosen to fit latency and privacy needs.
- 04
Review workflow
Interfaces for people to confirm, correct and improve results.
Where it's used.
Quality inspection
Spotting defects or missing parts on a production line.
Counting and monitoring
Counting items, vehicles or occupancy from camera feeds.
Document and label reading
Reading text and codes from photographs in the field.
How we work.
01
Discover
We agree the problem, the data available and how success will be judged.
02
Prove
A small, testable version on your own data shows what works before larger spend.
03
Build
Production engineering: integrations, safeguards, review steps and monitoring.
04
Improve
We measure real usage, fix what falls short and keep quality and cost in check.
Best fit.
- Operations with cameras or photographs already in play
- Manufacturers and logistics teams checking items by eye
- Sites needing monitoring with privacy safeguards
Why Q3 Labs.
- Senior people on the work
- You work with the specialists doing the project, not a hand-off to a junior team.
- Marketing and engineering together
- Design, development, data and growth sit in one team, so a solution is built with adoption in mind.
- Plain reporting, no lock-in
- Clear progress reporting and no long-term contracts. You keep ownership of your assets and accounts.
Explore related work.
Related AI services
- Edge AIRun AI on devices and local hardware for speed, privacy and offline use.
- Machine LearningClassification, forecasting and scoring models trained on your data.
- AI POCA tightly scoped proof of concept that answers whether the idea works.
- Predictive AnalyticsForecasts and risk scores that help you plan, not just report.
Related services
Industries where this fits
Frequently asked questions
Talk to us about Computer Vision.
Tell us what you're trying to achieve. We'll tell you how we'd approach it, and whether Q3 Labs is the right fit.