Adversarial Robustness Comparison of Vision Transformer and MLP-Mixer to CNNs

6 October 2021

Papers citing "Adversarial Robustness Comparison of Vision Transformer and MLP-Mixer to CNNs"

50 / 57 papers shown

Title
Exploring Synergistic Ensemble Learning: Uniting CNNs, MLP-Mixers, and Vision Transformers to Enhance Image Classification Mk Bashar Ocean Monjur Samia Islam Mohammad Galib Shams Niamul Quader UQCV 32 0 0 12 Apr 2025
One Pixel is All I Need Deng Siqin Zhou Xiaoyi ViT 135 0 0 14 Dec 2024
Impact of Regularization on Calibration and Robustness: from the Representation Space Perspective Jonghyun Park Juyeop Kim Jong-Seok Lee 23 1 0 05 Oct 2024
Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection Vincenzo De Rosa Fabrizio Guillaro Giovanni Poggi D. Cozzolino L. Verdoliva AAML 62 5 0 28 Jul 2024
On Evaluating Adversarial Robustness of Volumetric Medical Segmentation Models H. Malik Numan Saeed Asif Hanif Muzammal Naseer Mohammad Yaqub Salman Khan F. Khan 53 0 0 12 Jun 2024
Benchmarking the Robustness of Temporal Action Detection Models Against Temporal Corruptions Runhao Zeng Xiaoyong Chen Jiaming Liang Huisi Wu Guangzhong Cao Yong Guo AAML 39 3 0 29 Mar 2024
Towards Robust Semantic Segmentation against Patch-based Attack via Attention Refinement Zheng Yuan Jie M. Zhang Yude Wang Shiguang Shan Xilin Chen AAML 30 1 0 03 Jan 2024
MIMIR: Masked Image Modeling for Mutual Information-based Adversarial Robustness Xiaoyun Xu Shujian Yu Jingzheng Wu S. Picek AAML 35 0 0 08 Dec 2023
How Many Unicorns Are in This Image? A Safety Evaluation Benchmark for Vision LLMs Haoqin Tu Chenhang Cui Zijun Wang Yiyang Zhou Bingchen Zhao Junlin Han Wangchunshu Zhou Huaxiu Yao Cihang Xie MLLM 58 70 0 27 Nov 2023
Attention Deficit is Ordered! Fooling Deformable Vision Transformers with Collaborative Adversarial Patches Quazi Mishkatul Alam Bilel Tarchoun Ihsen Alouani Nael B. Abu-Ghazaleh AAML ViT 39 1 0 21 Nov 2023
Tailoring Adversarial Attacks on Deep Neural Networks for Targeted Class Manipulation Using DeepFool Algorithm S. M. Fazle J. Mondal Meem Arafat Manab Xi Xiao Sarfaraz Newaz AAML 21 0 0 18 Oct 2023
The Efficacy of Transformer-based Adversarial Attacks in Security Domains Kunyang Li Kyle Domico Jean-Charles Noirot Ferrand Patrick D. McDaniel AAML 29 0 0 17 Oct 2023
Investigating the Robustness and Properties of Detection Transformers (DETR) Toward Difficult Images Zhao Ning Zou Yuhang Zhang Robert Wijaya 20 0 0 12 Oct 2023
RBFormer: Improve Adversarial Robustness of Transformer by Robust Bias Hao Cheng Jinhao Duan Hui Li Lyutianyang Zhang Jiahang Cao Ping Wang Jize Zhang Kaidi Xu Renjing Xu AAML 32 3 0 23 Sep 2023
Mitigating Adversarial Attacks in Federated Learning with Trusted Execution Environments Simon Queyrut V. Schiavoni Pascal Felber AAML FedML 21 6 0 13 Sep 2023
Exploring Non-additive Randomness on ViT against Query-Based Black-Box Attacks Jindong Gu Fangyun Wei Philip H. S. Torr Han Hu AAML 22 1 0 12 Sep 2023
ACTIVE: Towards Highly Transferable 3D Physical Camouflage for Universal and Robust Vehicle Evasion Naufal Suryanto Yongsu Kim Harashta Tatimma Larasati Hyoeun Kang Thi-Thu-Huong Le Yoonyoung Hong Hunmin Yang Se-Yoon Oh Howon Kim AAML 30 22 0 14 Aug 2023
Pelta: Shielding Transformers to Mitigate Evasion Attacks in Federated Learning Simon Queyrut Yérom-David Bromberg V. Schiavoni FedML AAML 9 1 0 08 Aug 2023
Learning to Generate Training Datasets for Robust Semantic Segmentation Marwane Hariat Olivier Laurent Rémi Kazmierczak Shihao Zhang Andrei Bursuc Angela Yao Gianni Franchi UQCV 21 2 0 01 Aug 2023
On the Effectiveness of Spectral Discriminators for Perceptual Quality Improvement Xin Luo Yunan Zhu Shunxin Xu Dong Liu 26 11 0 22 Jul 2023
HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness M. K. Yucel R. G. Cinbis Pinar Duygulu AAML 38 10 0 21 Jul 2023
Reliable Evaluation of Adversarial Transferability Wenqian Yu Jindong Gu Zhijiang Li Philip H. S. Torr AAML 27 8 0 14 Jun 2023
Robustness of SAM: Segment Anything Under Corruptions and Beyond Yu Qiao Chaoning Zhang Taegoo Kang Donghun Kim Chenshuang Zhang Choong Seon Hong AAML 21 33 0 13 Jun 2023
Frequency-Based Vulnerability Analysis of Deep Learning Models against Image Corruptions Harshitha Machiraju Michael H. Herzog P. Frossard 21 0 0 12 Jun 2023
Attack-SAM: Towards Attacking Segment Anything Model With Adversarial Examples Chenshuang Zhang Chaoning Zhang Taegoo Kang Donghun Kim Sung-Ho Bae In So Kweon AAML VLM 42 3 0 01 May 2023
Robustifying Token Attention for Vision Transformers Yong Guo David Stutz Bernt Schiele ViT 19 24 0 20 Mar 2023
CertViT: Certified Robustness of Pre-Trained Vision Transformers K. Gupta S. Verma ViT 25 4 0 01 Feb 2023
Inference Time Evidences of Adversarial Attacks for Forensic on Transformers Hugo Lemarchant Liang Li Yiming Qian Yuta Nakashima Hajime Nagahara ViT AAML 43 0 0 31 Jan 2023
Robust Transformer with Locality Inductive Bias and Feature Normalization Omid Nejati Manzari Hossein Kashiani Hojat Asgarian Dehkordi S. B. Shokouhi ViT 24 14 0 27 Jan 2023
Toward Robust Diagnosis: A Contour Attention Preserving Adversarial Defense for COVID-19 Detection Kunlan Xiang Xing Zhang Jinwen She Jinpeng Liu Haohan Wang Shiqi Deng Shancheng Jiang OOD MedIm 29 5 0 30 Nov 2022
Finding Differences Between Transformers and ConvNets Using Counterfactual Simulation Testing Nataniel Ruiz Sarah Adel Bargal Cihang Xie Kate Saenko Stan Sclaroff ViT 33 5 0 29 Nov 2022
Multi-Step Short-Term Wind Speed Prediction with Rank Pooling and Fast Fourier Transformation Hailong Shu 30 3 0 23 Nov 2022
When Adversarial Training Meets Vision Transformers: Recipes from Training to Architecture Yi Mo Dongxian Wu Yifei Wang Yiwen Guo Yisen Wang ViT 39 52 0 14 Oct 2022
Curved Representation Space of Vision Transformers Juyeop Kim Junha Park Songkuk Kim Jongseok Lee ViT 33 6 0 11 Oct 2022
Attacking Compressed Vision Transformers Swapnil Parekh Devansh Shah Pratyush Shukla AAML 19 1 0 28 Sep 2022
A Light Recipe to Train Robust Vision Transformers Edoardo Debenedetti Vikash Sehwag Prateek Mittal ViT 29 68 0 15 Sep 2022
Exploring Adversarial Robustness of Vision Transformers in the Spectral Perspective Gihyun Kim Juyeop Kim Jong-Seok Lee AAML ViT 21 4 0 20 Aug 2022
Understanding Adversarial Robustness of Vision Transformers via Cauchy Problem Zheng Wang Wenjie Ruan ViT 34 8 0 01 Aug 2022
Towards Efficient Adversarial Training on Vision Transformers Boxi Wu Jindong Gu Zhifeng Li Deng Cai Xiaofei He Wei Liu ViT AAML 35 37 0 21 Jul 2022
Adversarial Robustness Assessment of NeuroEvolution Approaches Inês Valentim Nuno Lourenço Nuno Antunes AAML 26 1 0 12 Jul 2022
Defending Backdoor Attacks on Vision Transformer via Patch Processing Khoa D. Doan Yingjie Lao Peng Yang Ping Li AAML 25 21 0 24 Jun 2022
Empirical Advocacy of Bio-inspired Models for Robust Image Recognition Harshitha Machiraju Oh-hyeon Choung Michael H. Herzog P. Frossard AAML VLM OOD 16 6 0 18 May 2022
Boosting Adversarial Transferability of MLP-Mixer Haoran Lyu Yajie Wang Yu-an Tan Huipeng Zhou Yuhang Zhao Quan-xin Zhang AAML 19 1 0 26 Apr 2022
Investigating Top- $k$ White-Box and Transferable Black-box Attack Chaoning Zhang Philipp Benz Adil Karjauv Jae-Won Cho Kang Zhang In So Kweon 31 42 0 30 Mar 2022
Give Me Your Attention: Dot-Product Attention Considered Harmful for Adversarial Patch Robustness Giulio Lovisotto Nicole Finnie Mauricio Muñoz Chaithanya Kumar Mummadi J. H. Metzen AAML ViT 22 32 0 25 Mar 2022
A Comprehensive Study of Image Classification Model Sensitivity to Foregrounds, Backgrounds, and Visual Attributes Mazda Moayeri Phillip E. Pope Yogesh Balaji S. Feizi VLM 33 52 0 26 Jan 2022
Transformers in Medical Imaging: A Survey Fahad Shamshad Salman Khan Syed Waqas Zamir Muhammad Haris Khan Munawar Hayat F. Khan H. Fu ViT LM&MA MedIm 108 663 0 24 Jan 2022
Are Vision Transformers Robust to Patch Perturbations? Jindong Gu Volker Tresp Yao Qin AAML ViT 35 60 0 20 Nov 2021
Are we ready for a new paradigm shift? A Survey on Visual Deep MLP Ruiyang Liu Yinghui Li Li Tao Dun Liang Haitao Zheng 85 97 0 07 Nov 2021
Intriguing Properties of Vision Transformers Muzammal Naseer Kanchana Ranasinghe Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang ViT 256 621 0 21 May 2021