Vision Transformers are Robust Learners

17 May 2021

Papers citing "Vision Transformers are Robust Learners"

50 / 80 papers shown

Title
Discovering Influential Neuron Path in Vision Transformers Yifan Wang Yifei Liu Yingdong Shi C. Li Anqi Pang Sibei Yang Jingyi Yu Kan Ren ViT 69 0 0 12 Mar 2025
Examining the Threat Landscape: Foundation Models and Model Stealing Ankita Raj Deepankar Varma Chetan Arora AAML 73 1 0 25 Feb 2025
PViT: Prior-augmented Vision Transformer for Out-of-distribution Detection Tianhao Zhang Zhixiang Chen Lyudmila Mihaylova 126 0 0 27 Oct 2024
Privacy-preserving datasets by capturing feature distributions with Conditional VAEs Francesco Di Salvo David Tafler Sebastian Doerrich Christian Ledig CML 34 0 0 01 Aug 2024
RIGID: A Training-free and Model-Agnostic Framework for Robust AI-Generated Image Detection Zhiyuan He Pin-Yu Chen Tsung-Yi Ho 36 12 0 30 May 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
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers Haoyang Liu Aditya Singh Yijiang Li Haohan Wang AAML ViT 36 1 0 15 Mar 2024
Adversarial Testing for Visual Grounding via Image-Aware Property Reduction Zhiyuan Chang Mingyang Li Junjie Wang Cheng Li Boyu Wu Fanjiang Xu Qing Wang AAML 36 0 0 02 Mar 2024
Learning Low-Rank Feature for Thorax Disease Classification Rajeev Goel Utkarsh Nath Yancheng Wang Alvin C. Silva Teresa Wu Yingzhen Yang 22 0 0 14 Feb 2024
Producing Plankton Classifiers that are Robust to Dataset Shift Cheng Chen S. Kyathanahally Marta Reyes Stefanie Merkli E. Merz Emanuele Francazi Marvin Hoege F. Pomati M. Baity-Jesi 18 2 0 25 Jan 2024
Improving Interpretation Faithfulness for Vision Transformers Lijie Hu Yixin Liu Ninghao Liu Mengdi Huai Lichao Sun Di Wang 32 5 0 29 Nov 2023
Simple but Effective Unsupervised Classification for Specified Domain Images: A Case Study on Fungi Images Zhaocong liu Fa Zhang Lin Cheng Huanxi Deng Xiaoyan Yang Zhenyu Zhang Chichun Zhou 19 1 0 15 Nov 2023
Robust 6DoF Pose Estimation Against Depth Noise and a Comprehensive Evaluation on a Mobile Dataset Zixun Huang Keling Yao Seth Z. Zhao Chuanyu Pan Chenfeng Xu Kathy Zhuang Tianjian Xu Weiyu Feng Allen Y. Yang 21 0 0 24 Sep 2023
Leveraging the Power of Data Augmentation for Transformer-based Tracking Jie Zhao Johan Edstedt M. Felsberg D. Wang Huchuan Lu ViT 21 4 0 15 Sep 2023
IndoHerb: Indonesia Medicinal Plants Recognition using Transfer Learning and Deep Learning Muhammad Salman Ikrar Musyaffa N. Yudistira Muhammad Arif Rahman Jati Batoro 21 2 0 03 Aug 2023
On the unreasonable vulnerability of transformers for image restoration -- and an easy fix Shashank Agnihotri Kanchana Vaishnavi Gandikota Julia Grabinski Paramanand Chandramouli M. Keuper 32 9 0 25 Jul 2023
COCO-O: A Benchmark for Object Detectors under Natural Distribution Shifts Xiaofeng Mao YueFeng Chen Yao Zhu Da Chen Hang Su Rong Zhang H. Xue ObjD OOD 38 18 0 24 Jul 2023
Achelous: A Fast Unified Water-surface Panoptic Perception Framework based on Fusion of Monocular Camera and 4D mmWave Radar Runwei Guan Shanliang Yao Xiaohui Zhu Ka Lok Man Eng Gee Lim Jeremy S. Smith Yong 0001Yue Yutao Yue VOS 29 17 0 14 Jul 2023
Random Position Adversarial Patch for Vision Transformers Mingzhen Shao ViT AAML 35 2 0 09 Jul 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 32 17 0 03 Jun 2023
HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic Segmentation Jian Ding Nan Xue Guisong Xia Bernt Schiele Dengxin Dai ViT 17 30 0 22 May 2023
Robustmix: Improving Robustness by Regularizing the Frequency Bias of Deep Nets Jonas Ngnawé Marianne Abémgnigni Njifon Jonathan Heek Yann N. Dauphin OOD 16 4 0 06 Apr 2023
Self-attention in Vision Transformers Performs Perceptual Grouping, Not Attention Paria Mehrani John K. Tsotsos 25 24 0 02 Mar 2023
A Comprehensive Study on Robustness of Image Classification Models: Benchmarking and Rethinking Chang-Shu Liu Yinpeng Dong Wenzhao Xiang X. Yang Hang Su Junyi Zhu YueFeng Chen Yuan He H. Xue Shibao Zheng OOD VLM AAML 33 72 0 28 Feb 2023
Efficiency 360: Efficient Vision Transformers Badri N. Patro Vijay Srinivas Agneeswaran 26 6 0 16 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
Out of Distribution Performance of State of Art Vision Model Salman Rahman W. Lee 37 2 0 25 Jan 2023
Explainability and Robustness of Deep Visual Classification Models Jindong Gu AAML 39 2 0 03 Jan 2023
Representation Separation for Semantic Segmentation with Vision Transformers Yuanduo Hong Huihui Pan Weichao Sun Xinghu Yu Huijun Gao ViT 28 5 0 28 Dec 2022
Comparing the Decision-Making Mechanisms by Transformers and CNNs via Explanation Methods Ming-Xiu Jiang Saeed Khorram Li Fuxin FAtt 22 9 0 13 Dec 2022
Finding Differences Between Transformers and ConvNets Using Counterfactual Simulation Testing Nataniel Ruiz Sarah Adel Bargal Cihang Xie Kate Saenko Stan Sclaroff ViT 36 5 0 29 Nov 2022
Context-Aware Robust Fine-Tuning Xiaofeng Mao YueFeng Chen Xiaojun Jia Rong Zhang Hui Xue Zhao Li VLM CLIP 30 24 0 29 Nov 2022
Data Augmentation Vision Transformer for Fine-grained Image Classification Chao Hu Liqiang Zhu Weibin Qiu Weijie Wu ViT 38 3 0 23 Nov 2022
Reconstructing high-order sequence features of dynamic functional connectivity networks based on diversified covert attention patterns for Alzheimer's disease classification Zhixiang Zhang Biao Jie Zhengdong Wang Jie Zhou Yang Yang 28 0 0 19 Nov 2022
Internal Representations of Vision Models Through the Lens of Frames on Data Manifolds Henry Kvinge Grayson Jorgenson Davis Brown Charles Godfrey Tegan H. Emerson 52 2 0 19 Nov 2022
FedTune: A Deep Dive into Efficient Federated Fine-Tuning with Pre-trained Transformers Jinyu Chen Wenchao Xu Song Guo Junxiao Wang Jie M. Zhang Haozhao Wang FedML 28 32 0 15 Nov 2022
ViT-CX: Causal Explanation of Vision Transformers Weiyan Xie Xiao-hui Li Caleb Chen Cao Nevin L.Zhang ViT 26 17 0 06 Nov 2022
1st Place Solution of The Robust Vision Challenge 2022 Semantic Segmentation Track Junfei Xiao Zhichao Xu Shiyi Lan Zhiding Yu Alan Yuille Anima Anandkumar 19 5 0 23 Oct 2022
Delving into Masked Autoencoders for Multi-Label Thorax Disease Classification Junfei Xiao Yutong Bai Alan Yuille Zongwei Zhou MedIm ViT 35 58 0 23 Oct 2022
Evaluating Out-of-Distribution Performance on Document Image Classifiers Stefan Larson Gordon Lim Yutong Ai David Kuang Kevin Leach OODD OOD 34 18 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
SynBench: Task-Agnostic Benchmarking of Pretrained Representations using Synthetic Data Ching-Yun Ko Pin-Yu Chen Jeet Mohapatra Payel Das Lucani E. Daniel 19 3 0 06 Oct 2022
A Light Recipe to Train Robust Vision Transformers Edoardo Debenedetti Vikash Sehwag Prateek Mittal ViT 29 68 0 15 Sep 2022
On the interplay of adversarial robustness and architecture components: patches, convolution and attention Francesco Croce Matthias Hein 41 6 0 14 Sep 2022
Bag of Tricks for FGSM Adversarial Training Zichao Li Li Liu Zeyu Wang Yuyin Zhou Cihang Xie AAML 23 6 0 06 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 36 8 0 01 Aug 2022
An Impartial Take to the CNN vs Transformer Robustness Contest Francesco Pinto Philip H. S. Torr P. Dokania UQCV AAML 27 48 0 22 Jul 2022
Towards Efficient Adversarial Training on Vision Transformers Boxi Wu Jindong Gu Zhifeng Li Deng Cai Xiaofei He Wei Liu ViT AAML 40 37 0 21 Jul 2022
Assaying Out-Of-Distribution Generalization in Transfer Learning F. Wenzel Andrea Dittadi Peter V. Gehler Carl-Johann Simon-Gabriel Max Horn ... Chris Russell Thomas Brox Bernt Schiele Bernhard Schölkopf Francesco Locatello OOD OODD AAML 54 71 0 19 Jul 2022