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Son T. Nghiem

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Preprint Aug 2026

NFAD: Nuisance-Filtered Anomaly Detection Under Distribution Shift

Recent advances in anomaly detection (AD) for industrial inspection have pushed performance on standard benchmarks toward saturation. However, strong benchmark performance does not necessarily translate to real-world deployment, as these benchmarks are primarily collected under controlled acquisition conditions. Change...

Dat Cao, Son T. Nghiem, Phan Nguyen et al. · 0 citations

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