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Author

Antonio Fontenele

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Open access Jul 2026

Rethinking Automated Visual Quality Control: A Systematic Benchmark of State-of-the-Art Anomaly Detection Methods for Assembled PCB Inspection

This work benchmarks four state-of-the-art unsupervised anomaly detection methods CFA, DFM, FRE, and PatchCore for automated PCB inspection under a strict one-class learning protocol. All models were trained exclusively on nominal samples and evaluated using default configurations to reflect realistic industrial deploy...

Dário Alef Barros Lima, Karen Letícia Santana da Silva, Willian Do Nascimento Severiano et al. · 0 citations

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