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2202.06709
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How Do Vision Transformers Work?
International Conference on Learning Representations (ICLR), 2022
14 February 2022
Namuk Park
Songkuk Kim
ViT
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Papers citing
"How Do Vision Transformers Work?"
50 / 258 papers shown
WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting
Neural Information Processing Systems (NeurIPS), 2022
Youngin Cho
Daejin Kim
Dongmin Kim
Mohammad Azam Khan
Jaegul Choo
AI4TS
185
3
0
25 Oct 2022
Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting from Multimodal Data
IEEE Transactions on Medical Imaging (IEEE TMI), 2022
Huy Hoang Nguyen
Matthew B. Blaschko
S. Saarakkala
A. Tiulpin
MedIm
AI4CE
177
25
0
25 Oct 2022
G2NetPL: Generic Game-Theoretic Network for Partial-Label Image Classification
R. Abdelfattah
Xin Zhang
M. Fouda
Xiang Wang
Song Wang
VLM
188
10
0
20 Oct 2022
Similarity of Neural Architectures using Adversarial Attack Transferability
European Conference on Computer Vision (ECCV), 2022
Ian Ryu
Dongyoon Han
Byeongho Heo
Song Park
Sanghyuk Chun
Jong-Seok Lee
AAML
538
3
0
20 Oct 2022
Scratching Visual Transformer's Back with Uniform Attention
IEEE International Conference on Computer Vision (ICCV), 2022
Nam Hyeon-Woo
Kim Yu-Ji
Byeongho Heo
Doonyoon Han
Seong Joon Oh
Tae-Hyun Oh
1.1K
37
0
16 Oct 2022
Vision Transformer Visualization: What Neurons Tell and How Neurons Behave?
Van-Anh Nguyen
Khanh Pham Dinh
L. Vuong
Thanh-Toan Do
Quan Hung Tran
Dinh Q. Phung
Trung Le
ViT
90
3
0
14 Oct 2022
How to Train Vision Transformer on Small-scale Datasets?
British Machine Vision Conference (BMVC), 2022
Hanan Gani
Muzammal Naseer
Mohammad Yaqub
ViT
201
62
0
13 Oct 2022
Bridging the Gap Between Vision Transformers and Convolutional Neural Networks on Small Datasets
Neural Information Processing Systems (NeurIPS), 2022
Zhiying Lu
Hongtao Xie
Chuanbin Liu
Yongdong Zhang
ViT
261
84
0
12 Oct 2022
Curved Representation Space of Vision Transformers
AAAI Conference on Artificial Intelligence (AAAI), 2022
Juyeop Kim
Junha Park
Songkuk Kim
Jongseok Lee
ViT
282
9
0
11 Oct 2022
Natural Color Fool: Towards Boosting Black-box Unrestricted Attacks
Neural Information Processing Systems (NeurIPS), 2022
Shengming Yuan
Qilong Zhang
Lianli Gao
Yaya Cheng
Jingkuan Song
AAML
239
68
0
05 Oct 2022
Towards Flexible Inductive Bias via Progressive Reparameterization Scheduling
Yunsung Lee
Gyuseong Lee
Kwang-seok Ryoo
Hyojun Go
Jihye Park
Seung Wook Kim
136
5
0
04 Oct 2022
A Comparison of Transformer, Convolutional, and Recurrent Neural Networks on Phoneme Recognition
Kyuhong Shim
Wonyong Sung
168
3
0
01 Oct 2022
On the Surprising Effectiveness of Transformers in Low-Labeled Video Recognition
Farrukh Rahman
Ömer Mubarek
Z. Kira
ViT
258
3
0
15 Sep 2022
On the interplay of adversarial robustness and architecture components: patches, convolution and attention
Francesco Croce
Matthias Hein
215
7
0
14 Sep 2022
Transformer-CNN Cohort: Semi-supervised Semantic Segmentation by the Best of Both Students
IEEE International Conference on Robotics and Automation (ICRA), 2022
Xueye Zheng
Yuan Luo
Hao Wang
Chong Fu
Lin Wang
ViT
259
23
0
06 Sep 2022
Transformers in Remote Sensing: A Survey
Remote Sensing (RS), 2022
Abdulaziz Amer Aleissaee
Amandeep Kumar
Rao Muhammad Anwer
Salman Khan
Hisham Cholakkal
Guisong Xia
Fahad Shahbaz Khan
ViT
224
283
0
02 Sep 2022
Exploring Adversarial Robustness of Vision Transformers in the Spectral Perspective
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Gihyun Kim
Juyeop Kim
Jong-Seok Lee
AAML
ViT
144
11
0
20 Aug 2022
The 8-Point Algorithm as an Inductive Bias for Relative Pose Prediction by ViTs
International Conference on 3D Vision (3DV), 2022
C. Rockwell
Justin Johnson
David Fouhey
ViT
239
51
0
18 Aug 2022
Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning
Dong Huk Park
Jongmin Lee
ObjD
434
15
0
15 Aug 2022
Attention Hijacking in Trojan Transformers
Weimin Lyu
Songzhu Zheng
Teng Ma
Haibin Ling
Chao Chen
193
9
0
09 Aug 2022
End-to-end View Synthesis via NeRF Attention
Zelin Zhao
Jiaya Jia
295
8
0
29 Jul 2022
Magic ELF: Image Deraining Meets Association Learning and Transformer
ACM Multimedia (ACM MM), 2022
Kui Jiang
Zhongyuan Wang
Chen Chen
Zheng Wang
Laizhong Cui
Chia-Wen Lin
ViT
172
80
0
21 Jul 2022
An Efficient Spatio-Temporal Pyramid Transformer for Action Detection
European Conference on Computer Vision (ECCV), 2022
Yuetian Weng
Zizheng Pan
Mingfei Han
Xiaojun Chang
Bohan Zhuang
ViT
175
30
0
21 Jul 2022
SplitMixer: Fat Trimmed From MLP-like Models
Ali Borji
Sikun Lin
188
3
0
21 Jul 2022
Next-ViT: Next Generation Vision Transformer for Efficient Deployment in Realistic Industrial Scenarios
Jiashi Li
Xin Xia
W. Li
Huixia Li
Xing Wang
Xuefeng Xiao
Rui Wang
Min Zheng
Xin Pan
ViT
229
199
0
12 Jul 2022
Attention mechanisms for physiological signal deep learning: which attention should we take?
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Seong-A Park
Hyung‐Chul Lee
Chul-Woo Jung
Hyun-Lim Yang
127
7
0
04 Jul 2022
Automatic Sleep Scoring from Large-scale Multi-channel Pediatric EEG
Harlin Lee
Aaqib Saeed
149
3
0
30 Jun 2022
Continual Learning with Transformers for Image Classification
Beyza Ermis
Giovanni Zappella
Martin Wistuba
Aditya Rawal
Cédric Archambeau
CLL
185
23
0
28 Jun 2022
Rarity Score : A New Metric to Evaluate the Uncommonness of Synthesized Images
International Conference on Learning Representations (ICLR), 2022
Jiyeon Han
Hwanil Choi
Yunjey Choi
Jae Hyun Kim
Jung-Woo Ha
Jaesik Choi
EGVM
226
35
0
17 Jun 2022
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives
Jun Li
Junyu Chen
Yucheng Tang
Ce Wang
Bennett A. Landman
S. K. Zhou
ViT
OOD
MedIm
433
144
0
02 Jun 2022
3D-C2FT: Coarse-to-fine Transformer for Multi-view 3D Reconstruction
Asian Conference on Computer Vision (ACCV), 2022
Leslie Ching Ow Tiong
Dick Sigmund
Andrew Beng Jin Teoh
3DV
ViT
150
17
0
29 May 2022
A Closer Look at Self-Supervised Lightweight Vision Transformers
International Conference on Machine Learning (ICML), 2022
Shaoru Wang
Jin Gao
Zeming Li
Jian Sun
Weiming Hu
ViT
275
51
0
28 May 2022
Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN
International Conference on Machine Learning (ICML), 2022
Siyuan Li
Di Wu
Fang Wu
Lei Shang
Stan.Z.Li
226
60
0
27 May 2022
Fast Vision Transformers with HiLo Attention
Neural Information Processing Systems (NeurIPS), 2022
Zizheng Pan
Jianfei Cai
Bohan Zhuang
444
244
0
26 May 2022
Inception Transformer
Neural Information Processing Systems (NeurIPS), 2022
Chenyang Si
Weihao Yu
Pan Zhou
Yichen Zhou
Xinchao Wang
Shuicheng Yan
ViT
338
256
0
25 May 2022
Towards Unified Keyframe Propagation Models
Patrick Esser
Peter Michael
Soumyadip Sengupta
VGen
124
0
0
19 May 2022
Vision Transformer Adapter for Dense Predictions
International Conference on Learning Representations (ICLR), 2022
Zhe Chen
Yuchen Duan
Wenhai Wang
Junjun He
Tong Lu
Jifeng Dai
Yu Qiao
894
755
0
17 May 2022
Continual Hippocampus Segmentation with Transformers
Amin Ranem
Camila González
Anirban Mukhopadhyay
MedIm
CLL
144
20
0
17 Apr 2022
ResT V2: Simpler, Faster and Stronger
Neural Information Processing Systems (NeurIPS), 2022
Qing-Long Zhang
Yubin Yang
ViT
246
30
0
15 Apr 2022
Machine Learning State-of-the-Art with Uncertainties
Peter Steinbach
Felicita Gernhardt
Mahnoor Tanveer
Steve Schmerler
Sebastian Starke
UQCV
OOD
92
6
0
11 Apr 2022
Improving Vision Transformers by Revisiting High-frequency Components
European Conference on Computer Vision (ECCV), 2022
Jiawang Bai
Liuliang Yuan
Shutao Xia
Shuicheng Yan
Zhifeng Li
Wen Liu
ViT
313
118
0
03 Apr 2022
CRAFT: Cross-Attentional Flow Transformer for Robust Optical Flow
Computer Vision and Pattern Recognition (CVPR), 2022
Xiuchao Sui
Shaohua Li
Xue Geng
Yan Wu
Xinxing Xu
Yong Liu
Rick Siow Mong Goh
Erik Cambria
ViT
240
124
0
31 Mar 2022
FAMLP: A Frequency-Aware MLP-Like Architecture For Domain Generalization
Kecheng Zheng
Yang Cao
Kai Zhu
Ruijing Zhao
Zhengjun Zha
182
10
0
24 Mar 2022
PaCa-ViT: Learning Patch-to-Cluster Attention in Vision Transformers
Computer Vision and Pattern Recognition (CVPR), 2022
Ryan Grainger
Thomas Paniagua
Xi Song
Naresh P. Cuntoor
Mun Wai Lee
Tianfu Wu
ViT
161
18
0
22 Mar 2022
Are Vision Transformers Robust to Spurious Correlations?
International Journal of Computer Vision (IJCV), 2022
Soumya Suvra Ghosal
Yifei Ming
Shouqing Yang
ViT
236
43
0
17 Mar 2022
LDP: Learnable Dynamic Precision for Efficient Deep Neural Network Training and Inference
Zhongzhi Yu
Y. Fu
Shang Wu
Mengquan Li
Haoran You
Yingyan Lin
172
2
0
15 Mar 2022
Deep Transformers Thirst for Comprehensive-Frequency Data
R. Xia
Chao Xue
Boyu Deng
Fang Wang
Jingchao Wang
ViT
277
0
0
14 Mar 2022
When Do Flat Minima Optimizers Work?
Neural Information Processing Systems (NeurIPS), 2022
Jean Kaddour
Linqing Liu
Ricardo M. A. Silva
Matt J. Kusner
ODL
526
86
0
01 Feb 2022
How Expressive are Transformers in Spectral Domain for Graphs?
Anson Bastos
Abhishek Nadgeri
Kuldeep Singh
Toyotaro Suzumura
Toyotaro Suzumura
I. Mulang'
245
16
0
23 Jan 2022
Swin Transformer coupling CNNs Makes Strong Contextual Encoders for VHR Image Road Extraction
Tao Chen
Yiran Liu
Haoyu Jiang
Ruirui Li
ViT
83
0
0
10 Jan 2022
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