Diffusion Models for Adversarial Purification

16 May 2022

Papers citing "Diffusion Models for Adversarial Purification"

50 / 284 papers shown

Title
Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Junxian Duan Jiyang Guang Wenkui Yang Ran He WIGM 43 0 0 13 May 2025
Diffusion-based Adversarial Purification from the Perspective of the Frequency Domain Gaozheng Pei Ke Ma Yingfei Sun Qianqian Xu Q. Huang DiffM 40 0 0 02 May 2025
Enhancing Variational Autoencoders with Smooth Robust Latent Encoding Hyomin Lee Minseon Kim Sangwon Jang Jongheon Jeong S. Hwang DiffM AAML 39 0 0 24 Apr 2025
Towards Model Resistant to Transferable Adversarial Examples via Trigger Activation Yi Yu Song Xia Xun Lin Chenqi Kong Wenhan Yang Shijian Lu Yap-Peng Tan Alex C. Kot AAML SILM 148 0 0 20 Apr 2025
Defending Against Frequency-Based Attacks with Diffusion Models Fatemeh Amerehi Patrick Healy AAML 30 0 0 15 Apr 2025
R-TPT: Improving Adversarial Robustness of Vision-Language Models through Test-Time Prompt Tuning Lijun Sheng Jian Liang Z. Wang Ran He AAML VLM 36 0 0 15 Apr 2025
Adversarial Examples in Environment Perception for Automated Driving (Review) Jun Yan Huilin Yin AAML 34 0 0 11 Apr 2025
Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking Junxi Chen Junhao Dong Xiaohua Xie 35 0 0 08 Apr 2025
Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models Yoojin Jung Byung Cheol Song AAML VLM MQ 36 0 0 07 Apr 2025
Embedding Hidden Adversarial Capabilities in Pre-Trained Diffusion Models Lucas Beerens D. Higham DiffM WIGM 57 0 0 05 Apr 2025
AdPO: Enhancing the Adversarial Robustness of Large Vision-Language Models with Preference Optimization Chaohu Liu Tianyi Gui Yu Liu Linli Xu VLM AAML 68 1 0 02 Apr 2025
Safeguarding Vision-Language Models: Mitigating Vulnerabilities to Gaussian Noise in Perturbation-based Attacks Jiawei Wang Yushen Zuo Yuanjun Chai Z. Liu Yichen Fu Yichun Feng Kin-Man Lam AAML VLM 42 0 0 02 Apr 2025
EasyRobust: A Comprehensive and Easy-to-use Toolkit for Robust and Generalized Vision Xiaofeng Mao YueFeng Chen Rong Zhang Hui Xue Zhao Li Hang Su AAML VLM 43 0 0 21 Mar 2025
Your Text Encoder Can Be An Object-Level Watermarking Controller Naresh Kumar Devulapally Mingzhen Huang Vishal Asnani S. Agarwal Siwei Lyu Vishnu Suresh Lokhande WaLM 175 0 0 15 Mar 2025
Enhancing Facial Privacy Protection via Weakening Diffusion Purification Ali Salar Qing Liu Yingli Tian Guoying Zhao DiffM 56 0 0 13 Mar 2025
MIGA: Mutual Information-Guided Attack on Denoising Models for Semantic Manipulation Guanghao Li Mingzhi Chen Hao Yu Shuting Dong Wenhao Jiang Ming Tang Chun Yuan DiffM AAML 51 0 0 10 Mar 2025
Trustworthy Machine Learning via Memorization and the Granular Long-Tail: A Survey on Interactions, Tradeoffs, and Beyond Qiongxiu Li Xiaoyu Luo Yiyi Chen Johannes Bjerva 45 0 0 10 Mar 2025
Boosting the Local Invariance for Better Adversarial Transferability Bohan Liu Xiaosen Wang AAML 65 0 0 08 Mar 2025
CLIP is Strong Enough to Fight Back: Test-time Counterattacks towards Zero-shot Adversarial Robustness of CLIP Songlong Xing Zhengyu Zhao N. Sebe AAML 62 0 0 05 Mar 2025
DDAD: A Two-pronged Adversarial Defense Based on Distributional Discrepancy Jiacheng Zhang Benjamin I. P. Rubinstein J. Zhang Feng Liu 71 0 0 04 Mar 2025
LISArD: Learning Image Similarity to Defend Against Gray-box Adversarial Attacks Joana Cabral Costa Tiago Roxo Hugo Manuel Proença Pedro R. M. Inácio AAML 57 0 0 27 Feb 2025
CLIPure: Purification in Latent Space via CLIP for Adversarially Robust Zero-Shot Classification Mingkun Zhang Keping Bi Wei Chen J. Guo Xueqi Cheng BDL VLM 52 1 0 25 Feb 2025
Model-Free Adversarial Purification via Coarse-To-Fine Tensor Network Representation Guang Lin D. Nguyen Zerui Tao Konstantinos Slavakis Toshihisa Tanaka Qibin Zhao AAML 61 0 0 25 Feb 2025
Improved Diffusion-based Generative Model with Better Adversarial Robustness Zekun Wang Mingyang Yi Shuchen Xue Z. Li Ming Liu Bing Qin Zhi-Ming Ma DiffM 42 0 0 24 Feb 2025
EigenShield: Causal Subspace Filtering via Random Matrix Theory for Adversarially Robust Vision-Language Models Nastaran Darabi Devashri Naik Sina Tayebati Dinithi Jayasuriya Ranganath Krishnan A. R. Trivedi AAML 49 0 0 24 Feb 2025
SEA: Shareable and Explainable Attribution for Query-based Black-box Attacks Yue Gao Ilia Shumailov Kassem Fawaz AAML 135 0 0 21 Feb 2025
Carefully Blending Adversarial Training, Purification, and Aggregation Improves Adversarial Robustness Emanuele Ballarin A. Ansuini Luca Bortolussi AAML 62 0 0 20 Feb 2025
A Transfer Attack to Image Watermarks Yuepeng Hu Zhengyuan Jiang Moyang Guo Neil Zhenqiang Gong 77 10 0 20 Feb 2025
Democratic Training Against Universal Adversarial Perturbations Bing-Jie Sun Jun Sun Wei Zhao AAML 57 0 0 08 Feb 2025
Improving Adversarial Robustness via Phase and Amplitude-aware Prompting Yibo Xu Dawei Zhou Decheng Liu N. Wang AAML 57 0 0 06 Feb 2025
Imitation Game for Adversarial Disillusion with Multimodal Generative Chain-of-Thought Role-Play Ching-Chun Chang Fan-Yun Chen Shih-Hong Gu Kai Gao Hanrui Wang Isao Echizen AAML 154 0 0 31 Jan 2025
Enhancing Adversarial Transferability via Component-Wise Transformation Hangyu Liu Bo Peng Pengxiang Ding Donglin Wang Donglin Wang AAML 52 0 0 21 Jan 2025
Exploring Structured Semantic Priors Underlying Diffusion Score for Test-time Adaptation Mingjia Li Shuang Li Tongrui Su Longhui Yuan Jian Liang Wei Li DiffM 37 0 0 03 Jan 2025
Boosting Adversarial Transferability with Spatial Adversarial Alignment Zhaoyu Chen Haijing Guo Kaixun Jiang Jiyuan Fu Xinyu Zhou Dingkang Yang H. Tang Bo-wen Li Wenqiang Zhang AAML 38 0 0 03 Jan 2025
BridgePure: Limited Protection Leakage Can Break Black-Box Data Protection Yihan Wang Yiwei Lu Xiao-Shan Gao Gautam Kamath Yaoliang Yu 34 0 0 30 Dec 2024
Pre-trained Multiple Latent Variable Generative Models are good defenders against Adversarial Attacks Dario Serez Marco Cristani Alessio Del Bue Vittorio Murino Pietro Morerio AAML 78 0 0 04 Dec 2024
Pretrained Reversible Generation as Unsupervised Visual Representation Learning Rongkun Xue Jinouwen Zhang Yazhe Niu Dazhong Shen Bingqi Ma Yu Liu Jing Yang 75 0 0 29 Nov 2024
Random Sampling for Diffusion-based Adversarial Purification Jiancheng Zhang Peiran Dong Yongyong Chen Yin-Ping Zhao Song Guo DiffM 63 1 0 28 Nov 2024
Edit Away and My Face Will not Stay: Personal Biometric Defense against Malicious Generative Editing Hanhui Wang Yihua Zhang Ruizheng Bai Yue Zhao Sijia Liu Z. Tu AAML PICV 98 2 0 25 Nov 2024
Exploring adversarial robustness of JPEG AI: methodology, comparison and new methods Egor Kovalev Georgii Bychkov Khaled Abud A. Gushchin Anna Chistyakova Sergey Lavrushkin D. Vatolin Anastasia Antsiferova AAML 66 2 0 18 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 35 0 0 17 Nov 2024
Enhancing Adversarial Robustness via Uncertainty-Aware Distributional Adversarial Training Junhao Dong Xinghua Qu Zhiyuan Wang Yew-Soon Ong AAML 50 1 0 05 Nov 2024
UniGuard: Towards Universal Safety Guardrails for Jailbreak Attacks on Multimodal Large Language Models Sejoon Oh Yiqiao Jin Megha Sharma Donghyun Kim Eric Ma Gaurav Verma Srijan Kumar 60 6 0 03 Nov 2024
Trustworthy Federated Learning: Privacy, Security, and Beyond Chunlu Chen Ji Liu Haowen Tan Xingjian Li Kevin I-Kai Wang Peng Li Kouichi Sakurai Dejing Dou FedML 52 3 0 03 Nov 2024
Replace-then-Perturb: Targeted Adversarial Attacks With Visual Reasoning for Vision-Language Models Jonggyu Jang Hyeonsu Lyu Jungyeon Koh H. Yang VLM AAML 40 0 0 01 Nov 2024
DiffPAD: Denoising Diffusion-based Adversarial Patch Decontamination Jia Fu Xiao Zhang Sepideh Pashami Fatemeh Rahimian Anders Holst DiffM AAML 27 0 0 31 Oct 2024
Effective and Efficient Adversarial Detection for Vision-Language Models via A Single Vector Youcheng Huang Fengbin Zhu Jingkun Tang Pan Zhou Wenqiang Lei Jiancheng Lv Tat-Seng Chua AAML 31 4 0 30 Oct 2024
Text-Guided Attention is All You Need for Zero-Shot Robustness in Vision-Language Models Lu Yu Haiyang Zhang Changsheng Xu AAML VLM 26 3 0 29 Oct 2024
Shallow Diffuse: Robust and Invisible Watermarking through Low-Dimensional Subspaces in Diffusion Models Wenda Li Huijie Zhang Qing Qu WIGM 49 1 0 28 Oct 2024
BlueSuffix: Reinforced Blue Teaming for Vision-Language Models Against Jailbreak Attacks Yunhan Zhao Xiang Zheng Lin Luo Yige Li Xingjun Ma Yu-Gang Jiang VLM AAML 60 3 0 28 Oct 2024