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Beyond Self-attention: External Attention using Two Linear Layers for
  Visual Tasks

Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks

5 May 2021
Meng-Hao Guo
Zheng-Ning Liu
Tai-Jiang Mu
Shimin Hu
ArXivPDFHTML

Papers citing "Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks"

26 / 26 papers shown
Title
From Large to Super-Tiny: End-to-End Optimization for Cost-Efficient LLMs
From Large to Super-Tiny: End-to-End Optimization for Cost-Efficient LLMs
Jiliang Ni
Jiachen Pu
Zhongyi Yang
Kun Zhou
Hui Wang
Xiaoliang Xiao
Dakui Wang
Xin Li
Jingfeng Luo
Conggang Hu
32
0
0
18 Apr 2025
Quantum Complex-Valued Self-Attention Model
Quantum Complex-Valued Self-Attention Model
Fu Chen
Qinglin Zhao
Li Feng
Longfei Tang
Yangbin Lin
Haitao Huang
MQ
47
0
0
24 Mar 2025
Threshold Attention Network for Semantic Segmentation of Remote Sensing Images
Threshold Attention Network for Semantic Segmentation of Remote Sensing Images
Wei Long
Yongjun Zhang
Zhongwei Cui
Yujie Xu
Xuexue Zhang
72
11
0
14 Jan 2025
SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge
SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge
Hao Ding
Tuxun Lu
Yuqian Zhang
Ruixing Liang
Hongchao Shu
...
Bo Wang
Marcos Fernández-Rodríguez
Estevao Lima
João L. Vilaça
Mathias Unberath
55
4
0
16 Jul 2024
Attributes Grouping and Mining Hashing for Fine-Grained Image Retrieval
Attributes Grouping and Mining Hashing for Fine-Grained Image Retrieval
Xin Lu
Shikun Chen
Yichao Cao
Xin Zhou
Xiaobo Lu
16
12
0
10 Nov 2023
Real-time Automatic M-mode Echocardiography Measurement with Panel
  Attention from Local-to-Global Pixels
Real-time Automatic M-mode Echocardiography Measurement with Panel Attention from Local-to-Global Pixels
Ching-Hsun Tseng
S. Chien
Po-Shen Wang
Shin-Jye Lee
Wei-Huan Hu
Bin Pu
Xiaojun Zeng
19
1
0
15 Aug 2023
Detection of Pavement Cracks by Deep Learning Models of Transformer and
  UNet
Detection of Pavement Cracks by Deep Learning Models of Transformer and UNet
Yu Zhang
Lin Zhang
UQCV
MedIm
ViT
16
8
0
25 Apr 2023
Towards Lightweight Cross-domain Sequential Recommendation via External
  Attention-enhanced Graph Convolution Network
Towards Lightweight Cross-domain Sequential Recommendation via External Attention-enhanced Graph Convolution Network
Jinyu Zhang
Huichuan Duan
Lei Guo
Liancheng Xu
Xinhua Wang
GNN
12
4
0
07 Feb 2023
Long Range Pooling for 3D Large-Scale Scene Understanding
Long Range Pooling for 3D Large-Scale Scene Understanding
Xiang-Li Li
Meng-Hao Guo
Tai-Jiang Mu
Ralph Robert Martin
Shiyong Hu
3DV
3DPC
11
2
0
17 Jan 2023
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion
  Segmentation
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation
Jiacheng Ruan
Suncheng Xiang
Mingye Xie
Ting Liu
Yuzhuo Fu
11
130
0
03 Nov 2022
Delving into Masked Autoencoders for Multi-Label Thorax Disease
  Classification
Delving into Masked Autoencoders for Multi-Label Thorax Disease Classification
Junfei Xiao
Yutong Bai
Alan Yuille
Zongwei Zhou
MedIm
ViT
30
59
0
23 Oct 2022
Valuing Vicinity: Memory attention framework for context-based semantic
  segmentation in histopathology
Valuing Vicinity: Memory attention framework for context-based semantic segmentation in histopathology
Oliver Ester
Fabian Horst
C. Seibold
J. Keyl
Saskia Ting
...
P. Ivanyi
Viktor Grünwald
J. Bräsen
Jan Egger
Jens Kleesiek
8
7
0
21 Oct 2022
SimA: Simple Softmax-free Attention for Vision Transformers
SimA: Simple Softmax-free Attention for Vision Transformers
Soroush Abbasi Koohpayegani
Hamed Pirsiavash
14
24
0
17 Jun 2022
Real-World Graph Convolution Networks (RW-GCNs) for Action Recognition
  in Smart Video Surveillance
Real-World Graph Convolution Networks (RW-GCNs) for Action Recognition in Smart Video Surveillance
Justin Sanchez
Christopher Neff
Hamed Tabkhi
GNN
30
9
0
15 Jan 2022
Sparse MLP for Image Recognition: Is Self-Attention Really Necessary?
Sparse MLP for Image Recognition: Is Self-Attention Really Necessary?
Chuanxin Tang
Yucheng Zhao
Guangting Wang
Chong Luo
Wenxuan Xie
Wenjun Zeng
MoE
ViT
19
96
0
12 Sep 2021
Is Attention Better Than Matrix Decomposition?
Is Attention Better Than Matrix Decomposition?
Zhengyang Geng
Meng-Hao Guo
Hongxu Chen
Xia Li
Ke Wei
Zhouchen Lin
54
134
0
09 Sep 2021
Rethinking Token-Mixing MLP for MLP-based Vision Backbone
Rethinking Token-Mixing MLP for MLP-based Vision Backbone
Tan Yu
Xu Li
Yunfeng Cai
Mingming Sun
Ping Li
32
26
0
28 Jun 2021
Vision Permutator: A Permutable MLP-Like Architecture for Visual
  Recognition
Vision Permutator: A Permutable MLP-Like Architecture for Visual Recognition
Qibin Hou
Zihang Jiang
Li-xin Yuan
Mingg-Ming Cheng
Shuicheng Yan
Jiashi Feng
ViT
MLLM
13
204
0
23 Jun 2021
Transformer in Transformer
Transformer in Transformer
Kai Han
An Xiao
Enhua Wu
Jianyuan Guo
Chunjing Xu
Yunhe Wang
ViT
282
1,518
0
27 Feb 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction
  without Convolutions
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
3,604
0
24 Feb 2021
TransReID: Transformer-based Object Re-Identification
TransReID: Transformer-based Object Re-Identification
Shuting He
Haowen Luo
Pichao Wang
F. Wang
Hao Li
Wei Jiang
ViT
213
788
0
08 Feb 2021
Transformers in Vision: A Survey
Transformers in Vision: A Survey
Salman Khan
Muzammal Naseer
Munawar Hayat
Syed Waqas Zamir
F. Khan
M. Shah
ViT
225
2,404
0
04 Jan 2021
Spatial Pyramid Based Graph Reasoning for Semantic Segmentation
Spatial Pyramid Based Graph Reasoning for Semantic Segmentation
Xia Li
Yibo Yang
Qijie Zhao
Tiancheng Shen
Zhouchen Lin
Hong Liu
SSeg
GNN
102
161
0
23 Mar 2020
PointNet: Deep Learning on Point Sets for 3D Classification and
  Segmentation
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation
C. Qi
Hao Su
Kaichun Mo
Leonidas J. Guibas
3DH
3DPC
3DV
PINN
219
13,886
0
02 Dec 2016
Aggregated Residual Transformations for Deep Neural Networks
Aggregated Residual Transformations for Deep Neural Networks
Saining Xie
Ross B. Girshick
Piotr Dollár
Z. Tu
Kaiming He
261
10,196
0
16 Nov 2016
Semantic Understanding of Scenes through the ADE20K Dataset
Semantic Understanding of Scenes through the ADE20K Dataset
Bolei Zhou
Hang Zhao
Xavier Puig
Tete Xiao
Sanja Fidler
Adela Barriuso
Antonio Torralba
SSeg
249
1,821
0
18 Aug 2016
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