A contrastive anomaly detector trained on pseudo-anomalies and opposite-pair repulsion raises average robust AUROC under PGD-1000 from 39.7% (best prior) to 65.8%.
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Mitigating Spurious Negative Pairs for Robust Industrial Anomaly Detection
A contrastive anomaly detector trained on pseudo-anomalies and opposite-pair repulsion raises average robust AUROC under PGD-1000 from 39.7% (best prior) to 65.8%.