TrojDiff: Trojan Attacks on Diffusion Models with Diverse Targets

10 March 2023

Papers citing "TrojDiff: Trojan Attacks on Diffusion Models with Diverse Targets"

50 / 57 papers shown

Title
BadVideo: Stealthy Backdoor Attack against Text-to-Video Generation Ke Xu Mingli Zhu Jiarong Ou R. J. Chen Xin Tao Pengfei Wan Baoyuan Wu DiffM AAML VGen 53 0 0 23 Apr 2025
Backdoor Defense in Diffusion Models via Spatial Attention Unlearning Abha Jha Ashwath Vaithinathan Aravindan Matthew Salaway Atharva Sandeep Bhide Duygu Nur Yaldiz AAML 70 0 0 21 Apr 2025
What Lurks Within? Concept Auditing for Shared Diffusion Models at Scale Xiaoyong Yuan Xiaolong Ma Linke Guo Lan Zhang DiffM 42 0 0 21 Apr 2025
Parasite: A Steganography-based Backdoor Attack Framework for Diffusion Models Jianfei Chen Yu Pan Yi Du Chunkai Wu Lin Wang DiffM 35 0 0 08 Apr 2025
Embedding Hidden Adversarial Capabilities in Pre-Trained Diffusion Models Lucas Beerens D. Higham DiffM WIGM 60 0 0 05 Apr 2025
Hiding Images in Diffusion Models by Editing Learned Score Functions Haoyu Chen Yunqiao Yang Nan Zhong Kede Ma DiffM 68 0 0 24 Mar 2025
Silent Branding Attack: Trigger-free Data Poisoning Attack on Text-to-Image Diffusion Models Sangwon Jang June Suk Choi Jaehyeong Jo Kimin Lee Sung Ju Hwang DiffM WIGM 84 1 0 12 Mar 2025
Backdoor Attacks on Discrete Graph Diffusion Models Jiawen Wang Samin Karim Yuan Hong Binghui Wang DiffM 68 0 0 08 Mar 2025
A Dual-Purpose Framework for Backdoor Defense and Backdoor Amplification in Diffusion Models Vu Tuan Truong Long Bao Le DiffM AAML 216 0 0 26 Feb 2025
BackdoorDM: A Comprehensive Benchmark for Backdoor Learning in Diffusion Model Weilin Lin Nanjun Zhou Yijiao Wang Jianze Li Hui Xiong Li Liu AAML DiffM 190 0 0 17 Feb 2025
TrojFlow: Flow Models are Natural Targets for Trojan Attacks Zhengyang Qi Xiaohua Xu AAML 92 0 0 21 Dec 2024
UIBDiffusion: Universal Imperceptible Backdoor Attack for Diffusion Models Yuning Han Bingyin Zhao Rui Chu Feng Luo Biplab Sikdar Yingjie Lao DiffM AAML 86 1 0 16 Dec 2024
Robust and Transferable Backdoor Attacks Against Deep Image Compression With Selective Frequency Prior Yi Yu Yufei Wang Wenhan Yang Lanqing Guo Shijian Lu Ling-yu Duan Yap-Peng Tan Alex C. Kot AAML 86 4 0 02 Dec 2024
On the Fairness, Diversity and Reliability of Text-to-Image Generative Models J. Vice Naveed Akhtar Richard I. Hartley Ajmal Mian EGVM 71 0 0 21 Nov 2024
SoK: Unifying Cybersecurity and Cybersafety of Multimodal Foundation Models with an Information Theory Approach Ruoxi Sun Jiamin Chang Hammond Pearce Chaowei Xiao B. Li Qi Wu Surya Nepal Minhui Xue 40 0 0 17 Nov 2024
Embedding Watermarks in Diffusion Process for Model Intellectual Property Protection Jijia Yang Sen Peng Xiaohua Jia WIGM 39 0 0 29 Oct 2024
How to Backdoor Consistency Models? Chengen Wang Murat Kantarcioglu DiffM AAML 189 1 0 14 Oct 2024
Training Data Attribution: Was Your Model Secretly Trained On Data Created By Mine? Likun Zhang Hao Wu Lefei Zhang Fengyuan Xu Jin Cao Fenghua Li Ben Niu TDI 23 1 0 24 Sep 2024
PureDiffusion: Using Backdoor to Counter Backdoor in Generative Diffusion Models V. T. Truong Long Bao Le DiffM 34 4 0 20 Sep 2024
Understanding Implosion in Text-to-Image Generative Models Wenxin Ding Cathy Y. Li Shawn Shan Ben Y. Zhao Haitao Zheng 36 0 0 18 Sep 2024
Score Forgetting Distillation: A Swift, Data-Free Method for Machine Unlearning in Diffusion Models Tianqi Chen Shujian Zhang Mingyuan Zhou DiffM 83 3 0 17 Sep 2024
TERD: A Unified Framework for Safeguarding Diffusion Models Against Backdoors Yichuan Mo Hui Huang Mingjie Li Ang Li Yisen Wang AAML DiffM 32 16 0 09 Sep 2024
Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey V. T. Truong Luan Ba Dang Long Bao Le DiffM MedIm 56 16 0 06 Aug 2024
Backdoor Attacks against Image-to-Image Networks Wenbo Jiang Hongwei Li Jiaming He Rui Zhang Guowen Xu Tianwei Zhang Rongxing Lu AAML 43 3 0 15 Jul 2024
Watch the Watcher! Backdoor Attacks on Security-Enhancing Diffusion Models Changjiang Li Ren Pang Bochuan Cao Jinghui Chen Fenglong Ma Shouling Ji Ting Wang DiffM 41 3 0 14 Jun 2024
Invisible Backdoor Attacks on Diffusion Models Sen Li Junchi Ma Minhao Cheng WIGM 47 10 0 02 Jun 2024
Lazy Layers to Make Fine-Tuned Diffusion Models More Traceable Haozhe Liu Wentian Zhang Bing Li Bernard Ghanem Jürgen Schmidhuber DiffM WIGM AAML 36 1 0 01 May 2024
UFID: A Unified Framework for Input-level Backdoor Detection on Diffusion Models Zihan Guan Mengxuan Hu Sheng Li Anil Vullikanti DiffM AAML 47 10 0 01 Apr 2024
Exploring Privacy and Fairness Risks in Sharing Diffusion Models: An Adversarial Perspective Xinjian Luo Yangfan Jiang Fei Wei Yuncheng Wu Xiaokui Xiao Beng Chin Ooi DiffM 46 4 0 28 Feb 2024
DisDet: Exploring Detectability of Backdoor Attack on Diffusion Models Yang Sui Huy Phan Jinqi Xiao Tian-Di Zhang Zijie Tang Cong Shi Yan Wang Yingying Chen Bo Yuan DiffM AAML 32 12 0 05 Feb 2024
Preference Poisoning Attacks on Reward Model Learning Junlin Wu Jiong Wang Chaowei Xiao Chenguang Wang Ning Zhang Yevgeniy Vorobeychik AAML 32 5 0 02 Feb 2024
Trustworthy Distributed AI Systems: Robustness, Privacy, and Governance Wenqi Wei Ling Liu 31 16 0 02 Feb 2024
EraseDiff: Erasing Data Influence in Diffusion Models Jing Wu Trung Le Munawar Hayat Mehrtash Harandi DiffM 69 14 0 11 Jan 2024
Scissorhands: Scrub Data Influence via Connection Sensitivity in Networks Jing Wu Mehrtash Harandi 31 14 0 11 Jan 2024
The Stronger the Diffusion Model, the Easier the Backdoor: Data Poisoning to Induce Copyright Breaches Without Adjusting Finetuning Pipeline Haonan Wang Qianli Shen Yao Tong Yang Zhang Kenji Kawaguchi 37 23 0 07 Jan 2024
Quantifying Bias in Text-to-Image Generative Models J. Vice Naveed Akhtar Richard I. Hartley Ajmal Mian 30 10 0 20 Dec 2023
On Exact Inversion of DPM-Solvers Seongmin Hong Kyeonghyun Lee Suh Yoon Jeon Hyewon Bae Se Young Chun DiffM 29 21 0 30 Nov 2023
VA3: Virtually Assured Amplification Attack on Probabilistic Copyright Protection for Text-to-Image Generative Models Xiang Li Qianli Shen Kenji Kawaguchi 27 4 0 29 Nov 2023
Trustworthy Large Models in Vision: A Survey Ziyan Guo Li Xu Jun Liu MU 66 0 0 16 Nov 2023
From Trojan Horses to Castle Walls: Unveiling Bilateral Data Poisoning Effects in Diffusion Models Zhuoshi Pan Yuguang Yao Gaowen Liu Bingquan Shen H. V. Zhao Ramana Rao Kompella Sijia Liu DiffM AAML 27 2 0 04 Nov 2023
RAEDiff: Denoising Diffusion Probabilistic Models Based Reversible Adversarial Examples Self-Generation and Self-Recovery Fan Xing Xiaoyi Zhou Xuefeng Fan Zhuo Tian Yan Zhao DiffM 19 0 0 25 Oct 2023
Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models Shawn Shan Wenxin Ding Josephine Passananti Stanley Wu Haitao Zheng Ben Y. Zhao SILM DiffM 31 44 0 20 Oct 2023
Invisible Watermarking for Audio Generation Diffusion Models Xirong Cao Xia Li D. Jadav Yanzhao Wu Zhehui Chen Chen Zeng Wenqi Wei WIGM 33 9 0 22 Sep 2023
AI-Generated Content (AIGC) for Various Data Modalities: A Survey Lin Geng Foo Hossein Rahmani Xiaozhong Liu 78 31 0 27 Aug 2023
Backdooring Textual Inversion for Concept Censorship Yutong Wu Jiehan Zhang Florian Kerschbaum Tianwei Zhang DiffM 37 7 0 21 Aug 2023
BAGM: A Backdoor Attack for Manipulating Text-to-Image Generative Models J. Vice Naveed Akhtar Richard I. Hartley Ajmal Mian SILM DiffM 34 18 0 31 Jul 2023
VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion Models Sheng-Yen Chou Pin-Yu Chen Tsung-Yi Ho DiffM 15 53 0 12 Jun 2023
Intellectual Property Protection of Diffusion Models via the Watermark Diffusion Process Sen Peng Yufei Chen Cong Wang Xiaohua Jia WIGM 11 13 0 06 Jun 2023
Spear or Shield: Leveraging Generative AI to Tackle Security Threats of Intelligent Network Services Hongyang Du Dusit Niyato Jiawen Kang Zehui Xiong K. Lam Ya-Nan Fang Yonghui Li AAML 29 13 0 04 Jun 2023
Backdoor Attack with Sparse and Invisible Trigger Yinghua Gao Yiming Li Xueluan Gong Zhifeng Li Shutao Xia Qianqian Wang AAML 13 20 0 11 May 2023