Adversarial Analysis for Source Camera Identification

IEEE Transactions on Circuits and Systems for Video Technology(2021)

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摘要
Recent studies highlight the vulnerability of convolutional neural networks (CNNs) to adversarial attacks, which also calls into question the reliability of forensic methods. Existing adversarial attacks generate one-to-one noise, which means these methods have not learned the fingerprint information. Therefore, we introduce two powerful attacks, fingerprint copy-move attack, and joint feature-bas...
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关键词
Cameras,Feature extraction,Forensics,Task analysis,Perturbation methods,Neural networks,Training
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