BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning

20 November 2023

Papers citing "BadCLIP: Dual-Embedding Guided Backdoor Attack on Multimodal Contrastive Learning"

20 / 20 papers shown

Title
Jailbreaking the Text-to-Video Generative Models Jiayang Liu Siyuan Liang Shiqian Zhao Rongcheng Tu Wenbo Zhou Xiaochun Cao D. Tao Siew Kei Lam EGVM VGen 49 0 0 10 May 2025
X-Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP Hanxun Huang Sarah Monazam Erfani Yige Li Xingjun Ma James Bailey AAML 55 0 0 08 May 2025
T2VShield: Model-Agnostic Jailbreak Defense for Text-to-Video Models Siyuan Liang Jiayang Liu Jiecheng Zhai Tianmeng Fang Rongcheng Tu A. Liu Xiaochun Cao Dacheng Tao VGen 61 0 0 22 Apr 2025
Manipulating Multimodal Agents via Cross-Modal Prompt Injection Le Wang Zonghao Ying Tianyuan Zhang Siyuan Liang Shengshan Hu Mingchuan Zhang A. Liu Xianglong Liu AAML 33 1 0 19 Apr 2025
Secure Transfer Learning: Training Clean Models Against Backdoor in (Both) Pre-trained Encoders and Downstream Datasets Wenjie Qu Yuxuan Zhou Tianyu Li Minghui Li Shengshan Hu Wei Luo L. Zhang AAML SILM 43 0 0 16 Apr 2025
Lie Detector: Unified Backdoor Detection via Cross-Examination Framework Xiaobei Wang Siyuan Liang Dongping Liao Han Fang Aishan Liu Xiaochun Cao Yu-liang Lu E. Chang X. Gao AAML 50 1 0 21 Mar 2025
Adversarial Training for Multimodal Large Language Models against Jailbreak Attacks Liming Lu Shuchao Pang Siyuan Liang Haotian Zhu Xiyu Zeng Aishan Liu Yunhuai Liu Yongbin Zhou AAML 51 2 0 05 Mar 2025
Stealthy Backdoor Attack in Self-Supervised Learning Vision Encoders for Large Vision Language Models Zhaoyi Liu Huan Zhang AAML 86 0 0 25 Feb 2025
Defending Multimodal Backdoored Models by Repulsive Visual Prompt Tuning Zhifang Zhang Shuo He Bingquan Shen Lei Feng Lei Feng AAML 55 0 0 29 Dec 2024
DeDe: Detecting Backdoor Samples for SSL Encoders via Decoders Sizai Hou Songze Li Duanyi Yao AAML 75 0 0 25 Nov 2024
Towards Robust Physical-world Backdoor Attacks on Lane Detection Xinwei Zhang Aishan Liu Tianyuan Zhang Siyuan Liang Xianglong Liu AAML 57 11 0 09 May 2024
Unlearning Backdoor Threats: Enhancing Backdoor Defense in Multimodal Contrastive Learning via Local Token Unlearning Siyuan Liang Kuanrong Liu Jiajun Gong Jiawei Liang Yuan Xun Ee-Chien Chang Xiaochun Cao AAML MU 37 13 0 24 Mar 2024
Effectiveness Assessment of Recent Large Vision-Language Models Yao Jiang Xinyu Yan Ge-Peng Ji Keren Fu Meijun Sun Huan Xiong Deng-Ping Fan Fahad Shahbaz Khan 37 14 0 07 Mar 2024
VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models Jiawei Liang Siyuan Liang Man Luo Aishan Liu Dongchen Han Ee-Chien Chang Xiaochun Cao 42 38 0 21 Feb 2024
Detecting Backdoors in Pre-trained Encoders Shiwei Feng Guanhong Tao Shuyang Cheng Guangyu Shen Xiangzhe Xu Yingqi Liu Kaiyuan Zhang Shiqing Ma Xiangyu Zhang 82 48 0 23 Mar 2023
Data Poisoning Attacks Against Multimodal Encoders Ziqing Yang Xinlei He Zheng Li Michael Backes Mathias Humbert Pascal Berrang Yang Zhang AAML 116 46 0 30 Sep 2022
UniCLIP: Unified Framework for Contrastive Language-Image Pre-training Janghyeon Lee Jongsuk Kim Hyounguk Shon Bumsoo Kim Seung Wook Kim Honglak Lee Junmo Kim CLIP VLM 54 54 0 27 Sep 2022
CyCLIP: Cyclic Contrastive Language-Image Pretraining Shashank Goel Hritik Bansal S. Bhatia Ryan A. Rossi Vishwa Vinay Aditya Grover CLIP VLM 184 134 0 28 May 2022
Dual Attention Suppression Attack: Generate Adversarial Camouflage in Physical World Jiakai Wang Aishan Liu Zixin Yin Shunchang Liu Shiyu Tang Xianglong Liu AAML 146 197 0 01 Mar 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 337 3,720 0 11 Feb 2021