Author

Gavin Smithson

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Review Aug 2026

From Benchmark Performance to Tool Deployment: Human-in-the-Loop Anomaly Detection

A unified human-in-the-loop framework for manufactured-part inspection that combines image annotation, AI-assisted defect detection, and an integrated validation engine is developed, replacing a prior manual visual inspection and documentation workflow.

Mike Szklarzewski, CJ George, Gavin Smithson et al. · 0 citations