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One Perturbation is Enough: On Generating Universal Adversarial Perturbations against Vision-Language Pre-training Models

8 June 2024

Hao Fang

Bin Chen

Hao Wu

Papers citing "One Perturbation is Enough: On Generating Universal Adversarial Perturbations against Vision-Language Pre-training Models"

50 / 107 papers shown

Title
Large-Scale Adversarial Training for Vision-and-Language Representation Learning Zhe Gan Yen-Chun Chen Linjie Li Chen Zhu Yu Cheng Jingjing Liu ObjD VLM 73 498 0 11 Jun 2020
A Self-supervised Approach for Adversarial Robustness Muzammal Naseer Salman Khan Munawar Hayat Fahad Shahbaz Khan Fatih Porikli AAML 74 260 0 08 Jun 2020
Visual Grounding of Learned Physical Models Yunzhu Li Toru Lin Kexin Yi Daniel M. Bear Daniel L. K. Yamins Jiajun Wu J. Tenenbaum Antonio Torralba OOD OCL AI4CE PINN 72 81 0 28 Apr 2020
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks Xiujun Li Xi Yin Chunyuan Li Pengchuan Zhang Xiaowei Hu ... Houdong Hu Li Dong Furu Wei Yejin Choi Jianfeng Gao VLM 121 1,944 0 13 Apr 2020
Frequency-Guided Word Substitutions for Detecting Textual Adversarial Examples Maximilian Mozes Pontus Stenetorp Bennett Kleinberg Lewis D. Griffin AAML 159 103 0 13 Apr 2020
e-SNLI-VE: Corrected Visual-Textual Entailment with Natural Language Explanations Virginie Do Oana-Maria Camburu Zeynep Akata Thomas Lukasiewicz LRM 63 30 0 07 Apr 2020
Towards Face Encryption by Generating Adversarial Identity Masks Xiao Yang Yinpeng Dong Tianyu Pang Hang Su Jun Zhu YueFeng Chen H. Xue AAML PICV 130 74 0 15 Mar 2020
XGPT: Cross-modal Generative Pre-Training for Image Captioning Qiaolin Xia Haoyang Huang Nan Duan Dongdong Zhang Lei Ji Zhifang Sui Edward Cui Taroon Bharti Xin Liu Ming Zhou MLLM VLM 80 76 0 03 Mar 2020
Design and Interpretation of Universal Adversarial Patches in Face Detection Xiao Yang Fangyun Wei Hongyang R. Zhang Jun Zhu AAML CVBM 88 43 0 30 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 207 12,085 0 13 Nov 2019
Unified Vision-Language Pre-Training for Image Captioning and VQA Luowei Zhou Hamid Palangi Lei Zhang Houdong Hu Jason J. Corso Jianfeng Gao MLLM VLM 352 941 0 24 Sep 2019
Learning to Discriminate Perturbations for Blocking Adversarial Attacks in Text Classification Yichao Zhou Jyun-Yu Jiang Kai-Wei Chang Wei Wang AAML 46 118 0 06 Sep 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Joey Tianyi Zhou VLM MLLM 247 2,488 0 20 Aug 2019
Unicoder-VL: A Universal Encoder for Vision and Language by Cross-modal Pre-training Gen Li Nan Duan Yuejian Fang Ming Gong Daxin Jiang Ming Zhou SSL VLM MLLM 207 905 0 16 Aug 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 148 1,962 0 09 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 234 3,693 0 06 Aug 2019
Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment Di Jin Zhijing Jin Qiufeng Wang Peter Szolovits SILM AAML 179 1,086 0 27 Jul 2019
On Single Source Robustness in Deep Fusion Models Taewan Kim Joydeep Ghosh AAML 44 22 0 11 Jun 2019
Learning to Compose and Reason with Language Tree Structures for Visual Grounding Richang Hong Daqing Liu Xiaoyu Mo Xiangnan He Hanwang Zhang ReLM LRM 82 163 0 05 Jun 2019
Simple Black-box Adversarial Attacks Chuan Guo Jacob R. Gardner Yurong You A. Wilson Kilian Q. Weinberger AAML 62 579 0 17 May 2019
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 329 5,845 0 21 Apr 2019
Adversarial Defense by Restricting the Hidden Space of Deep Neural Networks Aamir Mustafa Salman Khan Munawar Hayat Roland Göcke Jianbing Shen Ling Shao AAML 62 152 0 01 Apr 2019
advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch G. Ding Luyu Wang Xiaomeng Jin 65 183 0 20 Feb 2019
Cycle-Consistency for Robust Visual Question Answering Meet Shah Xinlei Chen Marcus Rohrbach Devi Parikh OOD 62 190 0 15 Feb 2019
Visual Entailment: A Novel Task for Fine-Grained Image Understanding Ning Xie Farley Lai Derek Doran Asim Kadav CoGe 117 325 0 20 Jan 2019
Adversarial Defense by Stratified Convolutional Sparse Coding Bo Sun Nian-hsuan Tsai Fangchen Liu Ronald Yu Hao Su AAML 57 76 0 30 Nov 2018
Robust Classification of Financial Risk Suproteem K. Sarkar Kojin Oshiba Daniel Giebisch Yaron Singer AAML OOD 49 14 0 27 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,114 0 11 Oct 2018
Ask, Acquire, and Attack: Data-free UAP Generation using Class Impressions Konda Reddy Mopuri P. Uppala R. Venkatesh Babu AAML 65 85 0 03 Aug 2018
AdvEntuRe: Adversarial Training for Textual Entailment with Knowledge-Guided Examples Dongyeop Kang Tushar Khot Ashish Sabharwal Eduard H. Hovy GAN 48 85 0 12 May 2018
Black-box Adversarial Attacks with Limited Queries and Information Andrew Ilyas Logan Engstrom Anish Athalye Jessy Lin MLAU AAML 163 1,204 0 23 Apr 2018
Generalizable Data-free Objective for Crafting Universal Adversarial Perturbations Konda Reddy Mopuri Aditya Ganeshan R. Venkatesh Babu AAML 109 206 0 24 Jan 2018
Black-box Generation of Adversarial Text Sequences to Evade Deep Learning Classifiers Ji Gao Jack Lanchantin M. Soffa Yanjun Qi AAML 137 723 0 13 Jan 2018
NAG: Network for Adversary Generation Konda Reddy Mopuri Utkarsh Ojha Utsav Garg R. Venkatesh Babu AAML 68 146 0 09 Dec 2017
Generative Adversarial Perturbations Omid Poursaeed Isay Katsman Bicheng Gao Serge J. Belongie AAML GAN WIGM 72 355 0 06 Dec 2017
Mitigating Adversarial Effects Through Randomization Cihang Xie Jianyu Wang Zhishuai Zhang Zhou Ren Alan Yuille AAML 113 1,061 0 06 Nov 2017
Countering Adversarial Images using Input Transformations Chuan Guo Mayank Rana Moustapha Cissé Laurens van der Maaten AAML 120 1,406 0 31 Oct 2017
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering Peter Anderson Xiaodong He Chris Buehler Damien Teney Mark Johnson Stephen Gould Lei Zhang AIMat 121 4,220 0 25 Jul 2017
Fast Feature Fool: A data independent approach to universal adversarial perturbations Konda Reddy Mopuri Utsav Garg R. Venkatesh Babu AAML 89 206 0 18 Jul 2017
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 310 12,117 0 19 Jun 2017
Ensemble Adversarial Training: Attacks and Defenses Florian Tramèr Alexey Kurakin Nicolas Papernot Ian Goodfellow Dan Boneh Patrick McDaniel AAML 177 2,728 0 19 May 2017
Adversarial Machine Learning at Scale Alexey Kurakin Ian Goodfellow Samy Bengio AAML 472 3,147 0 04 Nov 2016
Universal adversarial perturbations Seyed-Mohsen Moosavi-Dezfooli Alhussein Fawzi Omar Fawzi P. Frossard AAML 145 2,533 0 26 Oct 2016
Towards Evaluating the Robustness of Neural Networks Nicholas Carlini D. Wagner OOD AAML 266 8,579 0 16 Aug 2016
A study of the effect of JPG compression on adversarial images Gintare Karolina Dziugaite Zoubin Ghahramani Daniel M. Roy AAML 86 534 0 02 Aug 2016
Modeling Context in Referring Expressions Licheng Yu Patrick Poirson Shan Yang Alexander C. Berg Tamara L. Berg 129 1,273 0 31 Jul 2016
SPICE: Semantic Propositional Image Caption Evaluation Peter Anderson Basura Fernando Mark Johnson Stephen Gould EGVM 106 1,918 0 29 Jul 2016
A Comprehensive Survey on Cross-modal Retrieval Kun Wang Qiyue Yin Wei Wang Shu Wu Liang Wang 71 297 0 21 Jul 2016
The Limitations of Deep Learning in Adversarial Settings Nicolas Papernot Patrick McDaniel S. Jha Matt Fredrikson Z. Berkay Celik A. Swami AAML 112 3,966 0 24 Nov 2015
DeepFool: a simple and accurate method to fool deep neural networks Seyed-Mohsen Moosavi-Dezfooli Alhussein Fawzi P. Frossard AAML 151 4,903 0 14 Nov 2015