Waste & recycling
Material, contamination and condition, labelled on fast moving streams.
Annotation and live review for smart bins and sorting lines, including construction waste.
From the bin to the bale
Every part of the workflow where we can take work off your team.
Collection
Sorting
Construction waste
Compliance
We work with conveyor video, bin cameras and images.
What we label
Every class is written into a guide with your team before the first batch. Files come back as COCO JSON, YOLO, Pascal VOC, CSV, JSONL or your own schema.
Conveyor and bin video
Items
Instance mask
PET, HDPE, cardboard, aluminium, glass
Contamination
Class and bounding box
Food residue, film, hazardous item
Condition
Class
Crushed, wet, mixed, clean
Images
Construction debris
Polygon and class
Concrete, timber, metal, plasterboard
Fill level
Class
Empty, half, full, overflowing
How we test the model
The tests that matter for waste & recycling models, and what you get back from each.
Purity estimates
Model purity estimates compared with reviewed samples.
You get backError by material and line
Pick target accuracy
Robot pick targets checked on sampled frames.
You get backMissed and wrong picks
Audit sampling
Logged decisions resampled for compliance.
You get backAudit trail, disagreement log
Where waste & recycling teams start
Problems teams bring us, and the first piece of work we would scope.
Items overlap on a fast belt and the model sees one blob.
What we doInstance masks on dense streams, item by item.AnnotateContamination rules change by city and by buyer.
What we doContamination labels mapped to each rule set you sell into.AnnotateYou need proof of what was sorted, not just a number.
What we doEvery review decision logged for your compliance reports.Live reviewRelated work
Twelve times the volume in five weeks, with quality holding at 95 to 98%
Human in the loop support for visual deviation detection on production lines, with a response time requirement under two minutes.
24/7 live review for production line visual AI, quality above 95% by month two
2,000 robot videos described every week by a team built in seven days
Half a million images for autonomous navigation, with every file kept on EU servers
Client and volumes [REAL DATA: Named client and volumes]
Bring us the waste & recycling data your model gets wrong.
Send a small batch and get it back done, free, usually within 24 to 48 hours. You judge the work before you pay for anything.