FAST ANOMALY DETECTION METHOD AND SYSTEM BASED ON CONTRASTIVE REPRESENTATION DISTILLATION

    公开(公告)号:US20230368372A1

    公开(公告)日:2023-11-16

    申请号:US18356229

    申请日:2023-07-21

    CPC classification number: G06T7/001 G06T2207/20084 G06T2207/20224

    Abstract: Provided are a method and system for anomaly detection. The method includes: acquiring a picture of an object to be detected; inputting the acquired picture to each of a trained teacher network and a student network distilled from the teacher network, to obtain a feature map output by the teacher network and a feature map output by the student network, where the teacher network is trained by constructing a defective sample to learn feature distribution of normal samples from a pre-trained expert network; and determining a greatest anomalous pixel in a difference map between the feature map output by the teacher network and the feature map output by the student network as an anomaly value of the acquired picture, to output an anomaly detection result.

    Fast anomaly detection method and system based on contrastive representation distillation

    公开(公告)号:US12020425B2

    公开(公告)日:2024-06-25

    申请号:US18356229

    申请日:2023-07-21

    CPC classification number: G06T7/001 G06T2207/20084 G06T2207/20224

    Abstract: Provided are a method and system for anomaly detection. The method includes: acquiring a picture of an object to be detected; inputting the acquired picture to each of a trained teacher network and a student network distilled from the teacher network, to obtain a feature map output by the teacher network and a feature map output by the student network, where the teacher network is trained by constructing a defective sample to learn feature distribution of normal samples from a pre-trained expert network; and determining a greatest anomalous pixel in a difference map between the feature map output by the teacher network and the feature map output by the student network as an anomaly value of the acquired picture, to output an anomaly detection result.

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