Nearly Zero-Cost Protection Against Mimicry by Personalized Diffusion Models
Namhyuk Ahn, KiYoon Yoo, Wonhyuk Ahn, Daesik Kim, Seung-Hun Nam
2025Year
4Top-tier citations
Abstract
Anti-DB Mist FastProtect AdvDM PhotoGuard SDST Impasto (a) Inference latency (log-scaled) vs. image size 0
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Cited by top-tier papers4
- BlurGuard: A Simple Approach for Robustifying Image Protection Against AI-Powered EditingJinsu Kim, Yunhun Nam, Minseon Kim, Sangpil Kim et al.NeurIPS 2025 · 7 citations
- Towards Robust Defense Against Customization via Protective Perturbation Resistant to Diffusion-based PurificationWenkui Yang, Jie Cao, Junxian Duan, Ran HeICCV 2025 · 2 citations
- Anti-Avatar: Protect Against Unauthorized 3D Head Avatar Generation via Dual-Space DivergenceLingzhuang Meng, Mingwen Shao, Xiang Lv, Mengyao Wu et al.AAAI 2026 · 1 citation
- Targeted Data Protection for Diffusion Model by Matching Training TrajectoryHojun Lee, Mijin Koo, Yeji Song, Nojun KwakAAAI 2026
Builds on18
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 35,902 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Adding Conditional Control to Text-to-Image Diffusion ModelsLvmin Zhang, Anyi Rao, Maneesh AgrawalaICCV 2023 · 6,759 citations
- SDXL: Improving Latent Diffusion Models for High-Resolution Image SynthesisDustin Podell, Zion English, Kyle Lacey, Andreas Blattmann et al.ICLR 2024 · 4,569 citations
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