Transfer-based no-box watermark evasion largely fails without aligned surrogate models, and a simple one-surrogate perturbation (OFT) matches or exceeds the expensive optimization-based attack in 11 of 12 tested configurations.
Industrial practitioners’ mental models of adversarial machine learning
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The Efficacy of Transfer-based No-box Attacks on Image Watermarking: A Pragmatic Analysis
Transfer-based no-box watermark evasion largely fails without aligned surrogate models, and a simple one-surrogate perturbation (OFT) matches or exceeds the expensive optimization-based attack in 11 of 12 tested configurations.