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Oct 13 · Tuesday

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Found 1 paper
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Attack surface / entry point

User input8Images, audio and video1

Layer

Model layer1

System component

Monitors0Vision6Audio5Image generation6Embeddings1Multimodal17
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Attack surface / entry point：Images, audio and videoLayer：Model layerSystem component：MonitorsSystem component：EmbeddingsClear all

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  1. DefensesarXiv 2607.14737

    GeoDetect：面向视觉语言预训练模型的几何对抗检测方法

    提出 GeoDetect 以几何分数检测视觉语言预训练模型的对抗样本

    arXiv
    2607.14737
    Published
    Layer
    Model layer
    Setting
    Models and APIs
    Attacker
    White-box
    Evaluated models
    CLIPViT (ViT-B/16), CLIPCNN (ResNet-50), ALBEF and others4
    AbstractGeoDetect 用几何分数检测 VLP 对抗样本。

    GeoDetect 是面向视觉-语言预训练模型的对抗样本检测方法，用嵌入几何而不是任务 logits 区分干净样本与对抗样本。

    Paper analysisRead analysis
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