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Fragile Sensor Fingerprint Camera Identification

机译:脆弱的传感器指纹相机识别

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摘要

We study digital camera identification based on sensor noise in an adversarial environment with asymmetries. We focus on fingerprint-copy attacks, where the attacker has access to JPEG images only, while the defender may leverage uncompressed images. This leads to the notion of fragile sensor fingerprints that are only available to the defender but do not survive lossy compression. Experiments with seven different cameras suggest a highly reliable detection of the attack as long as no high-quality images are shared with the public.
机译:我们基于具有不对称环境中的对抗环境中的传感器噪声研究数码相机识别。我们专注于指纹 - 复制攻击,攻击者只能访问JPEG图像,而Defender可以利用未压缩的图像。这导致易碎传感器指纹的概念,这些指纹仅适用于防御者,但不会存活损坏的压缩。具有七种不同摄像机的实验表明,只要没有与公众共享高质量的图像,就可以高度可靠地检测攻击。

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