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Beyond Normal References: Discriminative Few-Shot Anomaly Detection

cs.CV · 2026-05-22 · unverdicted · novelty 7.0

IDEAL learns intrinsic deviation vectors from normal and anomalous references via a Normal Variation Eraser and Intrinsic Deviation Encoder to score query deviations and generalize to unseen anomalies on eight datasets.

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  • Beyond Normal References: Discriminative Few-Shot Anomaly Detection cs.CV · 2026-05-22 · unverdicted · none · ref 12

    IDEAL learns intrinsic deviation vectors from normal and anomalous references via a Normal Variation Eraser and Intrinsic Deviation Encoder to score query deviations and generalize to unseen anomalies on eight datasets.