Towards Efficient Adversarial Training on Vision Transformers

21 July 2022

Jindong Gu

Wei Liu

Papers citing "Towards Efficient Adversarial Training on Vision Transformers"

32 / 32 papers shown

Title
Adversarial Training: A Survey Mengnan Zhao Lihe Zhang Jingwen Ye Huchuan Lu Baocai Yin Xinchao Wang AAML 21 0 0 19 Oct 2024
Frontiers of Deep Learning: From Novel Application to Real-World Deployment Rui Xie VLM 27 1 0 19 Jul 2024
Enhancing Cross-Prompt Transferability in Vision-Language Models through Contextual Injection of Target Tokens Xikang Yang Xuehai Tang Fuqing Zhu Jizhong Han Songlin Hu VLM AAML 21 1 0 19 Jun 2024
ZeroPur: Succinct Training-Free Adversarial Purification Xiuli Bi Zonglin Yang Bo Liu Xiaodong Cun Chi-Man Pun Pietro Liò Bin Xiao 21 0 0 05 Jun 2024
Which Model Generated This Image? A Model-Agnostic Approach for Origin Attribution Fengyuan Liu Haochen Luo Yiming Li Philip H. S. Torr Jindong Gu VLM 16 5 0 03 Apr 2024
Few-Shot Adversarial Prompt Learning on Vision-Language Models Yiwei Zhou Xiaobo Xia Zhiwei Lin Bo Han Tongliang Liu VLM 34 10 0 21 Mar 2024
An Image Is Worth 1000 Lies: Adversarial Transferability across Prompts on Vision-Language Models Haochen Luo Jindong Gu Fengyuan Liu Philip H. S. Torr VLM VPVLM AAML 42 19 0 14 Mar 2024
Catastrophic Overfitting: A Potential Blessing in Disguise Mengnan Zhao Lihe Zhang Yuqiu Kong Baocai Yin AAML 29 1 0 28 Feb 2024
FullLoRA-AT: Efficiently Boosting the Robustness of Pretrained Vision Transformers Zheng Yuan Jie M. Zhang Shiguang Shan 34 2 0 03 Jan 2024
Towards Robust Semantic Segmentation against Patch-based Attack via Attention Refinement Zheng Yuan Jie M. Zhang Yude Wang Shiguang Shan Xilin Chen AAML 20 1 0 03 Jan 2024
MIMIR: Masked Image Modeling for Mutual Information-based Adversarial Robustness Xiaoyun Xu Shujian Yu Jingzheng Wu S. Picek AAML 23 0 0 08 Dec 2023
Blacksmith: Fast Adversarial Training of Vision Transformers via a Mixture of Single-step and Multi-step Methods Mahdi Salmani Alireza Dehghanpour Farashah Mohammad Azizmalayeri Mahdi Amiri Navid Eslami M. T. Manzuri M. Rohban AAML 8 1 0 29 Oct 2023
A Survey on Transferability of Adversarial Examples across Deep Neural Networks Jindong Gu Xiaojun Jia Pau de Jorge Wenqain Yu Xinwei Liu ... Anjun Hu Ashkan Khakzar Zhijiang Li Xiaochun Cao Philip H. S. Torr AAML 16 26 0 26 Oct 2023
Exploring Non-additive Randomness on ViT against Query-Based Black-Box Attacks Jindong Gu Fangyun Wei Philip H. S. Torr Han Hu AAML 10 1 0 12 Sep 2023
SEDA: Self-Ensembling ViT with Defensive Distillation and Adversarial Training for robust Chest X-rays Classification Raza Imam Ibrahim Almakky Salma Alrashdi Baketah Alrashdi Mohammad Yaqub AAML 21 1 0 15 Aug 2023
Reliable Evaluation of Adversarial Transferability Wenqian Yu Jindong Gu Zhijiang Li Philip H. S. Torr AAML 9 8 0 14 Jun 2023
Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models Shuo Chen Jindong Gu Zhen Han Yunpu Ma Philip H. S. Torr Volker Tresp VPVLM VLM 16 17 0 03 Jun 2023
Towards Robust Prompts on Vision-Language Models Jindong Gu Ahmad Beirami Xuezhi Wang Alex Beutel Philip H. S. Torr Yao Qin VLM VPVLM 17 8 0 17 Apr 2023
Improving Fast Adversarial Training with Prior-Guided Knowledge Xiaojun Jia Yong Zhang Xingxing Wei Baoyuan Wu Ke Ma Jue Wang Xiaochun Cao AAML 14 26 0 01 Apr 2023
Backdoor Defense via Adaptively Splitting Poisoned Dataset Kuofeng Gao Yang Bai Jindong Gu Yong-Liang Yang Shutao Xia AAML 11 49 0 23 Mar 2023
Influencer Backdoor Attack on Semantic Segmentation Haoheng Lan Jindong Gu Philip H. S. Torr Hengshuang Zhao AAML 11 6 0 21 Mar 2023
Efficiency 360: Efficient Vision Transformers Badri N. Patro Vijay Srinivas Agneeswaran 6 6 0 16 Feb 2023
Explainability and Robustness of Deep Visual Classification Models Jindong Gu AAML 16 2 0 03 Jan 2023
A Light Recipe to Train Robust Vision Transformers Edoardo Debenedetti Vikash Sehwag Prateek Mittal ViT 11 68 0 15 Sep 2022
Decision-based Black-box Attack Against Vision Transformers via Patch-wise Adversarial Removal Yucheng Shi Yahong Han Yu-an Tan Xiaohui Kuang 29 26 0 07 Dec 2021
Are Transformers More Robust Than CNNs? Yutong Bai Jieru Mei Alan Yuille Cihang Xie ViT AAML 167 256 0 10 Nov 2021
Certified Patch Robustness via Smoothed Vision Transformers Hadi Salman Saachi Jain Eric Wong Aleksander Mkadry AAML 55 57 0 11 Oct 2021
Intriguing Properties of Vision Transformers Muzammal Naseer Kanchana Ranasinghe Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang ViT 246 512 0 21 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 263 3,538 0 24 Feb 2021
Transferable Adversarial Attacks for Image and Video Object Detection Xingxing Wei Siyuan Liang Ning Chen Xiaochun Cao AAML 69 186 0 30 Nov 2018
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 279 39,083 0 01 Sep 2014