Multimodal Unlearnable Examples: Protecting Data against Multimodal
Contrastive Learning

Multimodal Unlearnable Examples: Protecting Data against Multimodal Contrastive Learning

23 July 2024

Papers citing "Multimodal Unlearnable Examples: Protecting Data against Multimodal Contrastive Learning"

10 / 10 papers shown

Title
MTL-UE: Learning to Learn Nothing for Multi-Task Learning Yi Yu Song Xia Siyuan Yang Chenqi Kong Wenhan Yang Shijian Lu Yap-Peng Tan Alex Chichung Kot 42 0 0 08 May 2025
A Survey on Unlearnable Data Jiahao Li Yiqiang Chen Yunbing Xing Yang Gu Xiangyuan Lan AAML 48 0 0 30 Mar 2025
Gibberish is All You Need for Membership Inference Detection in Contrastive Language-Audio Pretraining Ruoxi Cheng Yizhong Ding Shuirong Cao Shitong Shao Zhiqiang Wang 18 0 0 24 Oct 2024
Does Few-shot Learning Suffer from Backdoor Attacks? Xinwei Liu Xiaojun Jia Jindong Gu Yuan Xun Siyuan Liang Xiaochun Cao 63 18 0 31 Dec 2023
Pre-trained Trojan Attacks for Visual Recognition Aishan Liu Xinwei Zhang Yisong Xiao Yuguang Zhou Siyuan Liang Jiakai Wang Xianglong Liu Xiaochun Cao Dacheng Tao AAML 61 25 0 23 Dec 2023
Data Poisoning Attacks Against Multimodal Encoders Ziqing Yang Xinlei He Zheng Li Michael Backes Mathias Humbert Pascal Berrang Yang Zhang AAML 98 43 0 30 Sep 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
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 273 845 0 17 Feb 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 293 2,875 0 11 Feb 2021
Unlearnable Examples: Making Personal Data Unexploitable Hanxun Huang Xingjun Ma S. Erfani James Bailey Yisen Wang MIACV 134 189 0 13 Jan 2021