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Author

Shunchang Liu

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Review Aug 2026

IP Protection in the Era of Visual Generative AI: A Survey

This survey presents a two-dimensional taxonomy for IP protection in visual generative models, which systematically review protection methods, align evaluation protocols with protection objectives, and discusses open challenges including proactive model-level safeguards, standardized evaluation, robustness against adap...

Zhuan Shi, Shun-Chang Liu, Alireza Dehghanpour Farashah et al. · 0 citations

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