Title
Vision GNN: An Image is Worth Graph of Nodes Kai Han Yunhe Wang Jianyuan Guo Yehui Tang Enhua Wu GNN 3DH 116 373 0 01 Jun 2022
You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction Ziteng Cui Kunchang Li Lin Gu Sheng Su Peng Gao Zhengkai Jiang Yu Qiao Tatsuya Harada ViT 221 146 0 30 May 2022
MDMLP: Image Classification from Scratch on Small Datasets with MLP Tianxu Lv Chongyang Bai Chaojie Wang 66 6 0 28 May 2022
X-ViT: High Performance Linear Vision Transformer without Softmax Jeonggeun Song Heung-Chang Lee ViT 47 2 0 27 May 2022
A Unified and Biologically-Plausible Relational Graph Representation of Vision Transformers Yuzhong Chen Yu Du Zhe Xiao Lin Zhao Lu Zhang ... Dajiang Zhu Tuo Zhang Xintao Hu Tianming Liu Xi Jiang ViT 79 5 0 20 May 2022
Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers Arda Sahiner Tolga Ergen Batu Mehmet Ozturkler John M. Pauly Morteza Mardani Mert Pilanci 132 33 0 17 May 2022
Sequencer: Deep LSTM for Image Classification Yuki Tatsunami Masato Taki VLM ViT 59 82 0 04 May 2022
Boosting Adversarial Transferability of MLP-Mixer Haoran Lyu Yajie Wang Yu-an Tan Huipeng Zhou Yuhang Zhao Quan-xin Zhang AAML 72 1 0 26 Apr 2022
Application of Transfer Learning and Ensemble Learning in Image-level Classification for Breast Histopathology Yuchao Zheng Chen Li Xiaomin Zhou Hao Chen Hao Xu ... Haiqing Zhang Xirong Li Hongzan Sun Xinyu Huang M. Grzegorzek 89 57 0 18 Apr 2022
DeiT III: Revenge of the ViT Hugo Touvron Matthieu Cord Hervé Jégou ViT 129 418 0 14 Apr 2022
DaViT: Dual Attention Vision Transformers Mingyu Ding Bin Xiao Noel Codella Ping Luo Jingdong Wang Lu Yuan ViT 164 253 0 07 Apr 2022
Solving ImageNet: a Unified Scheme for Training any Backbone to Top Results T. Ridnik Hussam Lawen Emanuel Ben-Baruch Asaf Noy 104 11 0 07 Apr 2022
Exploring Plain Vision Transformer Backbones for Object Detection Yanghao Li Hanzi Mao Ross B. Girshick Kaiming He ViT 108 819 0 30 Mar 2022
InstaFormer: Instance-Aware Image-to-Image Translation with Transformer Soohyun Kim Jongbeom Baek Jihye Park Gyeongnyeon Kim Seung Wook Kim ViT 112 47 0 30 Mar 2022
Brain-inspired Multilayer Perceptron with Spiking Neurons Wenshuo Li Hanting Chen Jianyuan Guo Ziyang Zhang Yunhe Wang 75 36 0 28 Mar 2022
FAMLP: A Frequency-Aware MLP-Like Architecture For Domain Generalization Kecheng Zheng Yang Cao Kai Zhu Ruijing Zhao Zhengjun Zha 80 6 0 24 Mar 2022
Focal Modulation Networks Jianwei Yang Chunyuan Li Xiyang Dai Lu Yuan Jianfeng Gao 3DPC 109 279 0 22 Mar 2022
Three things everyone should know about Vision Transformers Hugo Touvron Matthieu Cord Alaaeldin El-Nouby Jakob Verbeek Hervé Jégou ViT 114 123 0 18 Mar 2022
Learning Audio Representations with MLPs Mashrur M. Morshed Ahmad Omar Ahsan H. Mahmud Md. Kamrul Hasan 72 4 0 16 Mar 2022
Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs Xiaohan Ding Xinming Zhang Yi Zhou Jungong Han Guiguang Ding Jian Sun VLM 151 554 0 13 Mar 2022
Active Token Mixer Guoqiang Wei Zhizheng Zhang Cuiling Lan Yan Lu Zhibo Chen 57 15 0 11 Mar 2022
UNeXt: MLP-based Rapid Medical Image Segmentation Network Jeya Maria Jose Valanarasu Vishal M. Patel SSeg 78 519 0 09 Mar 2022
Multi-trial Neural Architecture Search with Lottery Tickets Zimian Wei H. Pan Lujun Li Menglong Lu Xin-Yi Niu Peijie Dong Dongsheng Li ViT 75 0 0 08 Mar 2022
Tensor Programs V: Tuning Large Neural Networks via Zero-Shot Hyperparameter Transfer Greg Yang J. E. Hu Igor Babuschkin Szymon Sidor Xiaodong Liu David Farhi Nick Ryder J. Pachocki Weizhu Chen Jianfeng Gao 130 168 0 07 Mar 2022
Transformers in Medical Image Analysis: A Review Kelei He Chen Gan Zhuoyuan Li I. Rekik Zihao Yin Wen Ji Yang Gao Qian Wang Junfeng Zhang Dinggang Shen ViT MedIm 130 276 0 24 Feb 2022
Hilbert Flattening: a Locality-Preserving Matrix Unfolding Method for Visual Discrimination Qingsong Zhao Shuguang Dou Zhipeng Zhou Yangguang Li Yin Wang Yu Qiao Cairong Zhao 26 3 0 21 Feb 2022
Visual Attention Network Meng-Hao Guo Chengrou Lu Zheng-Ning Liu Ming-Ming Cheng Shiyong Hu ViT VLM 140 677 0 20 Feb 2022
Rethinking Network Design and Local Geometry in Point Cloud: A Simple Residual MLP Framework Xu Ma Can Qin Haoxuan You Haoxi Ran Y. Fu 3DPC 88 601 0 15 Feb 2022
Mixing and Shifting: Exploiting Global and Local Dependencies in Vision MLPs Huangjie Zheng Pengcheng He Weizhu Chen Mingyuan Zhou 61 14 0 14 Feb 2022
BViT: Broad Attention based Vision Transformer Nannan Li Yaran Chen Weifan Li Zixiang Ding Dong Zhao ViT 94 24 0 13 Feb 2022
Image-to-Image MLP-mixer for Image Reconstruction Youssef Mansour Kang Lin Reinhard Heckel SupR 80 15 0 04 Feb 2022
Plug-In Inversion: Model-Agnostic Inversion for Vision with Data Augmentations Amin Ghiasi Hamid Kazemi Steven Reich Chen Zhu Micah Goldblum Tom Goldstein 88 16 0 31 Jan 2022
DynaMixer: A Vision MLP Architecture with Dynamic Mixing Ziyu Wang Wenhao Jiang Yiming Zhu Li Yuan Yibing Song Wei Liu 100 44 0 28 Jan 2022
Patches Are All You Need? Asher Trockman J. Zico Kolter ViT 272 414 0 24 Jan 2022
Continual Transformers: Redundancy-Free Attention for Online Inference Lukas Hedegaard Arian Bakhtiarnia Alexandros Iosifidis CLL 87 12 0 17 Jan 2022
MAXIM: Multi-Axis MLP for Image Processing Zhengzhong Tu Hossein Talebi Han Zhang Feng Yang P. Milanfar A. Bovik Yinxiao Li 140 482 0 09 Jan 2022
Augmenting Convolutional networks with attention-based aggregation Hugo Touvron Matthieu Cord Alaaeldin El-Nouby Piotr Bojanowski Armand Joulin Gabriel Synnaeve Hervé Jégou ViT 114 49 0 27 Dec 2021
RepMLPNet: Hierarchical Vision MLP with Re-parameterized Locality Xiaohan Ding Honghao Chen Xinming Zhang Jungong Han Guiguang Ding 84 74 0 21 Dec 2021
Spatio-temporal Relation Modeling for Few-shot Action Recognition Anirudh Thatipelli Sanath Narayan Salman Khan Rao Muhammad Anwer Fahad Shahbaz Khan Guohao Li ViT 83 92 0 09 Dec 2021
3D Medical Point Transformer: Introducing Convolution to Attention Networks for Medical Point Cloud Analysis Jianhui Yu Chaoyi Zhang Heng Wang Dingxin Zhang Yang Song Tiange Xiang Dongnan Liu Weidong (Tom) Cai ViT MedIm 81 32 0 09 Dec 2021
MLP Architectures for Vision-and-Language Modeling: An Empirical Study Yi-Liang Nie Linjie Li Zhe Gan Shuohang Wang Chenguang Zhu Michael Zeng Zicheng Liu Joey Tianyi Zhou Lijuan Wang 58 6 0 08 Dec 2021
SWAT: Spatial Structure Within and Among Tokens Kumara Kahatapitiya Michael S. Ryoo 72 6 0 26 Nov 2021
Global Interaction Modelling in Vision Transformer via Super Tokens Ammarah Farooq Muhammad Awais S. Ahmed J. Kittler ViT 59 7 0 25 Nov 2021
MorphMLP: An Efficient MLP-Like Backbone for Spatial-Temporal Representation Learning David Junhao Zhang Kunchang Li Yali Wang Yuxiang Chen Shashwat Chandra Yu Qiao Luoqi Liu Mike Zheng Shou AI4TS 92 30 0 24 Nov 2021
An Image Patch is a Wave: Phase-Aware Vision MLP Yehui Tang Kai Han Jianyuan Guo Chang Xu Yanxi Li Chao Xu Yunhe Wang 109 135 0 24 Nov 2021
Adaptive Fourier Neural Operators: Efficient Token Mixers for Transformers John Guibas Morteza Mardani Zong-Yi Li Andrew Tao Anima Anandkumar Bryan Catanzaro 113 246 0 24 Nov 2021
MetaFormer Is Actually What You Need for Vision Weihao Yu Mi Luo Pan Zhou Chenyang Si Yichen Zhou Xinchao Wang Jiashi Feng Shuicheng Yan 175 925 0 22 Nov 2021
PointMixer: MLP-Mixer for Point Cloud Understanding Jaesung Choe Chunghyun Park François Rameau Jaesik Park In So Kweon 3DPC 128 102 0 22 Nov 2021
Attention Mechanisms in Computer Vision: A Survey Meng-Hao Guo Tianhan Xu Jiangjiang Liu Zheng-Ning Liu Peng-Tao Jiang Tai-Jiang Mu Song-Hai Zhang Ralph Robert Martin Ming-Ming Cheng Shimin Hu 142 1,735 0 15 Nov 2021
Are we ready for a new paradigm shift? A Survey on Visual Deep MLP Ruiyang Liu Hai-Tao Zheng Li Tao Dun Liang Haitao Zheng 215 100 0 07 Nov 2021