AIBearisharXiv – CS AI · 14h ago7/10
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Evaluating Dataset Watermarking for Fine-tuning Traceability of Customized Diffusion Models: A Comprehensive Benchmark and Removal Approach
Researchers have established the first comprehensive evaluation framework for dataset watermarking in fine-tuned diffusion models, revealing significant vulnerabilities in existing protection methods. While current watermarking techniques show promise in universality and transmissibility, the study demonstrates practical watermark removal methods that can eliminate these protections without degrading model performance, exposing critical gaps in copyright and security safeguards.