Towards Efficient Adversarial Training on Vision Transformers

European Conference on Computer Vision (ECCV), 2022

21 July 2022

Jindong Gu

Wei Liu

Papers citing "Towards Efficient Adversarial Training on Vision Transformers"

26 / 26 papers shown

Title
Never Compromise to Vulnerabilities: A Comprehensive Survey on AI Governance Yuchu Jiang Jian Zhao Yuchen Yuan Tianle Zhang Yao Huang ... Ya Zhang Shuicheng Yan Chi Zhang Z. He Xuelong Li SILM 390 2 0 12 Aug 2025
Adversarially Pretrained Transformers May Be Universally Robust In-Context Learners Soichiro Kumano Hiroshi Kera Toshihiko Yamasaki AAML 402 1 0 20 May 2025
Adversarial Training: A Survey Mengnan Zhao Lihe Zhang Jingwen Ye Huchuan Lu Baocai Yin Xinchao Wang AAML 225 9 0 19 Oct 2024
Frontiers of Deep Learning: From Novel Application to Real-World Deployment Rui Xie VLM 215 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 150 3 0 19 Jun 2024
ZeroPur: Succinct Training-Free Adversarial Purification Xiuli Bi Zonglin Yang Bo Liu Xiaodong Cun Chi-Man Pun 414 1 0 05 Jun 2024
Which Model Generated This Image? A Model-Agnostic Approach for Origin AttributionEuropean Conference on Computer Vision (ECCV), 2024 Fengyuan Liu Haochen Luo Yiming Li Juil Sock Jindong Gu VLM 186 11 0 03 Apr 2024
Few-Shot Adversarial Prompt Learning on Vision-Language Models Yiwei Zhou Xiaobo Xia Zhiwei Lin Bo Han Tongliang Liu VLM 178 28 0 21 Mar 2024
An Image Is Worth 1000 Lies: Adversarial Transferability across Prompts on Vision-Language Models Haochen Luo Jindong Gu Fengyuan Liu Juil Sock VLM VPVLM AAML 218 32 0 14 Mar 2024
Catastrophic Overfitting: A Potential Blessing in Disguise Mengnan Zhao Lihe Zhang Yuqiu Kong Baocai Yin AAML 189 1 0 28 Feb 2024
Towards Robust Semantic Segmentation against Patch-based Attack via Attention RefinementInternational Journal of Computer Vision (IJCV), 2024 Zheng Yuan Jie Zhang Yude Wang Shiguang Shan Xilin Chen AAML 427 2 0 03 Jan 2024
FullLoRA: Efficiently Boosting the Robustness of Pretrained Vision TransformersIEEE Transactions on Image Processing (TIP), 2024 Zheng Yuan Jie Zhang Shiguang Shan Xilin Chen 235 8 0 03 Jan 2024
MIMIR: Masked Image Modeling for Mutual Information-based Adversarial Robustness Xiaoyun Xu Shujian Yu Jingzheng Wu S. Picek AAML 430 6 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 138 1 0 29 Oct 2023
A Survey on Transferability of Adversarial Examples across Deep Neural Networks Jindong Gu Yang Liu Pau de Jorge Wenqain Yu Xinwei Liu ... Anjun Hu Ashkan Khakzar Zhijiang Li Simeng Qin Juil Sock AAML 304 45 0 26 Oct 2023
Exploring Non-additive Randomness on ViT against Query-Based Black-Box AttacksBritish Machine Vision Conference (BMVC), 2023 Jindong Gu Fangyun Wei Juil Sock Han Hu AAML 127 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 146 4 0 15 Aug 2023
Reliable Evaluation of Adversarial Transferability Wenqian Yu Jindong Gu Zhijiang Li Juil Sock AAML 181 9 0 14 Jun 2023
Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language ModelsNeural Information Processing Systems (NeurIPS), 2023 Shuo Chen Jindong Gu Zhen Han Yunpu Ma Juil Sock Volker Tresp VPVLM VLM 312 30 0 03 Jun 2023
Towards Robust Prompts on Vision-Language Models Jindong Gu Ahmad Beirami Xuezhi Wang Alex Beutel Juil Sock Yao Qin VLM VPVLM 176 9 0 17 Apr 2023
Improving Fast Adversarial Training with Prior-Guided KnowledgeIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Yang Liu Yong Zhang Xingxing Wei Baoyuan Wu Ke Ma Jue Wang Xiaochun Cao AAML 218 45 0 01 Apr 2023
Backdoor Defense via Adaptively Splitting Poisoned DatasetComputer Vision and Pattern Recognition (CVPR), 2023 Kuofeng Gao Yang Bai Jindong Gu Yong-Liang Yang Shutao Xia AAML 143 66 0 23 Mar 2023
Influencer Backdoor Attack on Semantic SegmentationInternational Conference on Learning Representations (ICLR), 2023 Haoheng Lan Jindong Gu Juil Sock Hengshuang Zhao AAML 232 8 0 21 Mar 2023
Efficiency 360: Efficient Vision Transformers Badri N. Patro Vijay Srinivas Agneeswaran 339 7 0 16 Feb 2023
Explainability and Robustness of Deep Visual Classification Models Jindong Gu AAML 216 2 0 03 Jan 2023
A Light Recipe to Train Robust Vision Transformers Edoardo Debenedetti Vikash Sehwag Prateek Mittal ViT 232 80 0 15 Sep 2022