Skip to content

Counting & bottling · Industry glossary

Miss rate (FNR)

The number of known-defective units missed by an inspection divided by the known-defective units checked.

Also called: false negative rate; missed detection rate.

What is the denominator of miss rate?

With positive defined as the target defect being present, a missed defect is a false negative: the unit is defective but the inspection accepts it. Miss rate, or FNR, divides these misses by all known-defective samples checked for that defect.

Keep the observation unit explicit: a whole bottle, a tablet event and a defect image are different samples. Naming the target defect and reference group is necessary before comparing two percentages.

FNR = FN / (TP + FN); percentage miss rate = 100 × FNR

Why can the same misses produce two different percentages?

Dividing misses by all inspected samples gives a different proportion from FNR, whose denominator contains only known-defective samples. Two reports can therefore assign different percentages to the same missed units.

Does zero observed misses prove zero miss risk?

No. With known-defective samples present, zero observed misses is a result for those samples and conditions. It is not a guarantee for untested presentations or future production. With no known-defective samples, the FNR denominator is zero and this rate cannot be estimated from the dataset.

For the same positive class and reference-labelled dataset, FNR equals one minus recall. Physical removal of flagged bottles is a later function assessed through reject confirmation.

IN THE PRODUCTION LINE

Plan trials & acceptance

Terminology checked .