"You can compare several models and flag disagreement, or train a separate detector to recognize unfamiliar inputs."
Bonnet's Encord overview, originally published in 2023 and updated in 2026, describes ensemble disagreement, probability-based scoring, separate binary classifiers and Monte Carlo dropout as OOD detection techniques. The article provides an accessible engineering overview of the additional monitoring layers discussed in the manuscript.
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