AI Glossary

Out-of-distribution detection

Also called OOD detection

What does “Out-of-distribution detection” mean?

Out-of-distribution detection: Identifying inputs that differ from the data a model is expected to handle.

Out-of-distribution detection visual guide: Identifying inputs that differ from the data a model is expected to handle.
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What is an example of “Out-of-distribution detection”?

An inspection model flags an unfamiliar product type for human review.

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See also

EvalsTermBenchmarkTermValidation and test setsTermCovariate shiftTermConcept driftTerm

Same topic

Ablation studyTermGeneralizationTermPass@kTermModel poisoningTermPerplexityTerm