Metallurgy2025
−64%violations after three months of operation
Personal protective equipment control
Automatic violation logging for helmets, vests and safety glasses across 240 shop floor cameras.
Projects
Demonstration descriptions of typical deployments: the problem, the solution and a measurable result.
Logistics2025
99.1%recognition accuracy on live traffic
Licence plate recognition at the checkpoint
A vehicle detector cascaded with plate recognition at warehouse entry gates.
Manufacturing2024
×3.2faster batch inspection
Defect detection from product photographs
Surface defect classification for rolled metal from inspection line images.
Mining2024
−28%unplanned downtime per season
Conveyor equipment failure forecasting
A model on drive telemetry that predicts unplanned stoppages in advance.
Personal protective equipment control
Problem
The safety department checked compliance selectively, by walking the floor. Violations were recorded after the fact and no per-area statistics existed.
Solution
We deployed person and equipment detection on the existing cameras, added tracking to remove duplicates and suppression rules for changing areas.
Result
Violations are now logged automatically, and a weekly per-area report replaced manual rounds.
Licence plate recognition at the checkpoint
Problem
Vehicle passes were processed manually, and the entry queue reached forty minutes during peak hours.
Solution
We built a cascade: vehicle detection, then plate detection and reading, a check against the booking database and barrier control.
Result
Routine pass processing no longer requires an operator.
Defect detection from product photographs
Problem
Inspectors reviewed images by hand, and inspection speed limited the throughput of the line.
Solution
We trained a classifier on a labeled defect sample and added a suggestion mode for the inspector instead of full automation, keeping the human accountable.
Result
The inspector now reviews only the ambiguous items flagged by the model.
Conveyor equipment failure forecasting
Problem
Unplanned conveyor stoppages were discovered after the fact, and the repair crew arrived once the line had already stopped.
Solution
We consolidated drive telemetry and repair history into one store, trained a model on historical failures and validated it across time periods.
Result
Operations receives a warning before the failure and schedules repair within a maintenance window.
Next step
Have a data or video problem?
Describe it in your own words. We will tell you whether it is solvable with the data you have and propose a pilot format.