Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey

6 August 2024

Papers citing "Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey"

23 / 23 papers shown

Title
Parasite: A Steganography-based Backdoor Attack Framework for Diffusion Models J. Chen Yu Pan Yi Du Chunkai Wu Lin Wang DiffM 30 0 0 08 Apr 2025
Anti-Diffusion: Preventing Abuse of Modifications of Diffusion-Based Models Zheng Li Liangbin Xie Jiantao Zhou Xintao Wang Haiwei Wu Jinyu Tian 30 0 0 07 Mar 2025
A Dual-Purpose Framework for Backdoor Defense and Backdoor Amplification in Diffusion Models Vu Tuan Truong Long Bao Le DiffM AAML 83 0 0 26 Feb 2025
A Comprehensive Survey on Concept Erasure in Text-to-Image Diffusion Models Changhoon Kim Yanjun Qi DiffM 33 1 0 17 Feb 2025
Jailbreak Attacks and Defenses against Multimodal Generative Models: A Survey Xuannan Liu Xing Cui Peipei Li Zekun Li Huaibo Huang Shuhan Xia Miaoxuan Zhang Yueying Zou Ran He AAML 53 4 0 14 Nov 2024
AdvI2I: Adversarial Image Attack on Image-to-Image Diffusion models Yaopei Zeng Yuanpu Cao Bochuan Cao Yurui Chang Jinghui Chen Lu Lin DiffM 24 0 0 28 Oct 2024
Trustworthy Text-to-Image Diffusion Models: A Timely and Focused Survey Yi Zhang Zhen Chen Chih-Hong Cheng Wenjie Ruan Xiaowei Huang Dezong Zhao David Flynn Siddartha Khastgir Xingyu Zhao MedIm 25 3 0 26 Sep 2024
PureDiffusion: Using Backdoor to Counter Backdoor in Generative Diffusion Models V. T. Truong Long Bao Le DiffM 18 3 0 20 Sep 2024
R.A.C.E.: Robust Adversarial Concept Erasure for Secure Text-to-Image Diffusion Model Changhoon Kim Kyle Min Yezhou Yang 32 19 0 25 May 2024
Unlearning Concepts in Diffusion Model via Concept Domain Correction and Concept Preserving Gradient Yongliang Wu Shiji Zhou Mingzhuo Yang Lianzhe Wang Wenbo Zhu Heng Chang Xiao Zhou Xu Yang Xu Yang 51 18 0 24 May 2024
Machine Unlearning for Image-to-Image Generative Models Guihong Li Hsiang Hsu Chun-Fu Chen R. Marculescu MU VLM 59 24 0 01 Feb 2024
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Dream3D: Zero-Shot Text-to-3D Synthesis Using 3D Shape Prior and Text-to-Image Diffusion Models Jiale Xu Xintao Wang Weihao Cheng Yan-Pei Cao Ying Shan Xiaohu Qie Shenghua Gao 169 161 0 28 Dec 2022
Red-Teaming the Stable Diffusion Safety Filter Javier Rando Daniel Paleka David Lindner Lennard Heim Florian Tramèr DiffM 116 179 0 03 Oct 2022
Diffusion Models in Vision: A Survey Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu M. Shah DiffM VLM MedIm 186 1,098 0 10 Sep 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 208 1,277 0 02 Sep 2022
Diffusion-LM Improves Controllable Text Generation Xiang Lisa Li John Thickstun Ishaan Gulrajani Percy Liang Tatsunori B. Hashimoto AI4CE 163 768 0 27 May 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 380 4,010 0 28 Jan 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero F. I. F. Richard Yu Radu Timofte Luc Van Gool DiffM 200 1,330 0 24 Jan 2022
General Facial Representation Learning in a Visual-Linguistic Manner Yinglin Zheng Hao Yang Ting Zhang Jianmin Bao Dongdong Chen Yangyu Huang Lu Yuan Dong Chen Ming Zeng Fang Wen CVBM 126 161 0 06 Dec 2021
Diffusion Probabilistic Models for 3D Point Cloud Generation Shitong Luo Wei Hu 3DPC 164 711 0 02 Mar 2021
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions Emiel Hoogeboom Didrik Nielsen P. Jaini Patrick Forré Max Welling DiffM 191 392 0 10 Feb 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 226 74,467 0 18 May 2015