Skip to content

Anomaly and defect detection

Cap defect detection

The inspection point

A faulty cap is the most common cause of leakage after filling and of the complaint that follows. The defects are small, varied, and you rarely have a photograph of each one in advance: a hairline crack in the hinge, a locking lug that never engaged, a chip on the rim. Line speed rules out human inspection, so the decision has to be made in milliseconds.

How it runs on the line

The unit is mounted over the conveyor where the caps pass in a single lane. Anomaly and defect detection trains on good caps only and flags anything that deviates from the appearance it learned, which is what catches failure modes nobody photographed first. The decision goes to the PLC as pass/fail for every part, and the reject signal drives the ejection actuator.

  • Good cap. Cap defect detection.OK
    Good cap
  • Hairline crack in the hinge. Cap defect detection.NOK
    Hairline crack in the hinge

Application references

Mode used
Anomaly and defect detection
Training set
About 20 good caps
Decision time
~30 ms per part
Line signalling
Pass/fail · ejection over digital I/O

Measured in the field

99.65% F1 · 0.69% false negative

Measured on a live cap-inspection line, at roughly 30 ms per part, with the model trained in under 48 hours.

Let us test your part.

We bring the unit to your line and measure your own part at your own line speed. The quote comes after that measurement.