Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions

24 February 2021

Xiang Li

Ping Luo

Papers citing "Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions"

50 / 621 papers shown

Title
Mobile-Former: Bridging MobileNet and Transformer Yinpeng Chen Xiyang Dai Dongdong Chen Mengchen Liu Xiaoyi Dong Lu Yuan Zicheng Liu ViT 183 476 0 12 Aug 2021
RaftMLP: How Much Can Be Done Without Attention and with Less Spatial Locality? Yuki Tatsunami Masato Taki 27 12 0 09 Aug 2021
TriTransNet: RGB-D Salient Object Detection with a Triplet Transformer Embedding Network Zhengyi Liu Yuan Wang Zhengzheng Tu Yun Xiao Bin Tang ViT 32 142 0 09 Aug 2021
Armour: Generalizable Compact Self-Attention for Vision Transformers Lingchuan Meng ViT 21 3 0 03 Aug 2021
Evo-ViT: Slow-Fast Token Evolution for Dynamic Vision Transformer Yifan Xu Zhijie Zhang Mengdan Zhang Kekai Sheng Ke Li Weiming Dong Liqing Zhang Changsheng Xu Xing Sun ViT 32 202 0 03 Aug 2021
Congested Crowd Instance Localization with Dilated Convolutional Swin Transformer Junyuan Gao Maoguo Gong Xuelong Li ViT 19 46 0 02 Aug 2021
CrossFormer: A Versatile Vision Transformer Hinging on Cross-scale Attention Wenxiao Wang Lulian Yao Long Chen Binbin Lin Deng Cai Xiaofei He Wei Liu 32 258 0 31 Jul 2021
DPT: Deformable Patch-based Transformer for Visual Recognition Zhiyang Chen Yousong Zhu Chaoyang Zhao Guosheng Hu Wei Zeng Jinqiao Wang Ming Tang ViT 16 98 0 30 Jul 2021
A Unified Efficient Pyramid Transformer for Semantic Segmentation Fangrui Zhu Yi Zhu Li Zhang Chongruo Wu Yanwei Fu Mu Li ViT 29 29 0 29 Jul 2021
CycleMLP: A MLP-like Architecture for Dense Prediction Shoufa Chen Enze Xie Chongjian Ge Runjian Chen Ding Liang Ping Luo 33 231 0 21 Jul 2021
Visual Parser: Representing Part-whole Hierarchies with Transformers Shuyang Sun Xiaoyu Yue S. Bai Philip Torr 50 27 0 13 Jul 2021
Trans4Trans: Efficient Transformer for Transparent Object Segmentation to Help Visually Impaired People Navigate in the Real World Jiaming Zhang Kailun Yang Angela Constantinescu Kunyu Peng Karin Muller Rainer Stiefelhagen ViT 36 61 0 07 Jul 2021
Learning Efficient Vision Transformers via Fine-Grained Manifold Distillation Zhiwei Hao Jianyuan Guo Ding Jia Kai Han Yehui Tang Chao Zhang Dacheng Tao Yunhe Wang ViT 33 68 0 03 Jul 2021
Global Filter Networks for Image Classification Yongming Rao Wenliang Zhao Zheng Zhu Jiwen Lu Jie Zhou ViT 28 451 0 01 Jul 2021
Focal Self-attention for Local-Global Interactions in Vision Transformers Jianwei Yang Chunyuan Li Pengchuan Zhang Xiyang Dai Bin Xiao Lu Yuan Jianfeng Gao ViT 42 428 0 01 Jul 2021
CBNet: A Composite Backbone Network Architecture for Object Detection Tingting Liang Xiao Chu Yudong Liu Yongtao Wang Zhi Tang Wei Chu Jingdong Chen Haibin Ling ObjD 15 161 0 01 Jul 2021
Augmented Shortcuts for Vision Transformers Yehui Tang Kai Han Chang Xu An Xiao Yiping Deng Chao Xu Yunhe Wang ViT 14 39 0 30 Jun 2021
Rethinking Token-Mixing MLP for MLP-based Vision Backbone Tan Yu Xu Li Yunfeng Cai Mingming Sun Ping Li 45 26 0 28 Jun 2021
Early Convolutions Help Transformers See Better Tete Xiao Mannat Singh Eric Mintun Trevor Darrell Piotr Dollár Ross B. Girshick 20 753 0 28 Jun 2021
PVT v2: Improved Baselines with Pyramid Vision Transformer Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT AI4TS 50 1,615 0 25 Jun 2021
VOLO: Vision Outlooker for Visual Recognition Li-xin Yuan Qibin Hou Zihang Jiang Jiashi Feng Shuicheng Yan ViT 52 314 0 24 Jun 2021
IA-RED $^2$ : Interpretability-Aware Redundancy Reduction for Vision Transformers Bowen Pan Yikang Shen Yi Ding Zhangyang Wang Rogerio Feris A. Oliva VLM ViT 39 153 0 23 Jun 2021
P2T: Pyramid Pooling Transformer for Scene Understanding Yu-Huan Wu Yun-Hai Liu Xin Zhan Mingg-Ming Cheng ViT 29 219 0 22 Jun 2021
TokenLearner: What Can 8 Learned Tokens Do for Images and Videos? Michael S. Ryoo A. Piergiovanni Anurag Arnab Mostafa Dehghani A. Angelova ViT 37 127 0 21 Jun 2021
How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers Andreas Steiner Alexander Kolesnikov Xiaohua Zhai Ross Wightman Jakob Uszkoreit Lucas Beyer ViT 66 616 0 18 Jun 2021
Efficient Self-supervised Vision Transformers for Representation Learning Chunyuan Li Jianwei Yang Pengchuan Zhang Mei Gao Bin Xiao Xiyang Dai Lu Yuan Jianfeng Gao ViT 37 209 0 17 Jun 2021
XCiT: Cross-Covariance Image Transformers Alaaeldin El-Nouby Hugo Touvron Mathilde Caron Piotr Bojanowski Matthijs Douze ... Ivan Laptev Natalia Neverova Gabriel Synnaeve Jakob Verbeek Hervé Jégou ViT 42 499 0 17 Jun 2021
CAT: Cross Attention in Vision Transformer Hezheng Lin Xingyi Cheng Xiangyu Wu Fan Yang Dong Shen Zhongyuan Wang Qing Song Wei Yuan ViT 32 149 0 10 Jun 2021
CoAtNet: Marrying Convolution and Attention for All Data Sizes Zihang Dai Hanxiao Liu Quoc V. Le Mingxing Tan ViT 49 1,167 0 09 Jun 2021
Scaling Vision Transformers Xiaohua Zhai Alexander Kolesnikov N. Houlsby Lucas Beyer ViT 73 1,060 0 08 Jun 2021
MVT: Mask Vision Transformer for Facial Expression Recognition in the wild Hanting Li Ming-Fa Sui Feng Zhao Zhengjun Zha Feng Wu ViT 37 75 0 08 Jun 2021
On the Connection between Local Attention and Dynamic Depth-wise Convolution Qi Han Zejia Fan Qi Dai Lei-huan Sun Ming-Ming Cheng Jiaying Liu Jingdong Wang ViT 24 105 0 08 Jun 2021
Fully Transformer Networks for Semantic Image Segmentation Sitong Wu Tianyi Wu Fangjian Lin Sheng Tian Guodong Guo ViT 34 39 0 08 Jun 2021
Person Re-Identification with a Locally Aware Transformer Charu Sharma S. R. Kapil David Chapman ViT 48 45 0 07 Jun 2021
Self-supervised Depth Estimation Leveraging Global Perception and Geometric Smoothness Using On-board Videos Shaocheng Jia Xin Pei W. Yao S. Wong 3DPC MDE 43 19 0 07 Jun 2021
ViTAE: Vision Transformer Advanced by Exploring Intrinsic Inductive Bias Yufei Xu Qiming Zhang Jing Zhang Dacheng Tao ViT 65 329 0 07 Jun 2021
Patch Slimming for Efficient Vision Transformers Yehui Tang Kai Han Yunhe Wang Chang Xu Jianyuan Guo Chao Xu Dacheng Tao ViT 24 163 0 05 Jun 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 47 4,836 0 31 May 2021
Analogous to Evolutionary Algorithm: Designing a Unified Sequence Model Jiangning Zhang Chao Xu Jian Li Wenzhou Chen Yabiao Wang Ying Tai Shuo Chen Chengjie Wang Feiyue Huang Yong Liu 32 22 0 31 May 2021
Dual-stream Network for Visual Recognition Mingyuan Mao Renrui Zhang Honghui Zheng Peng Gao Teli Ma Yan Peng Errui Ding Baochang Zhang Shumin Han ViT 25 63 0 31 May 2021
TransMatcher: Deep Image Matching Through Transformers for Generalizable Person Re-identification Tianran Ouyang Ling Shao ViT 15 57 0 30 May 2021
Deep Learning on Monocular Object Pose Detection and Tracking: A Comprehensive Overview Zhaoxin Fan Yazhi Zhu Yulin He Qi Sun Hongyan Liu Jun He 28 82 0 29 May 2021
ResT: An Efficient Transformer for Visual Recognition Qing-Long Zhang Yubin Yang ViT 29 229 0 28 May 2021
KVT: k-NN Attention for Boosting Vision Transformers Pichao Wang Xue Wang F. Wang Ming Lin Shuning Chang Hao Li R. L. Jin ViT 51 105 0 28 May 2021
TransLoc3D : Point Cloud based Large-scale Place Recognition using Adaptive Receptive Fields Tianhan Xu Yuanchen Guo Zhiqiang Li Ge Yu Yu-Kun Lai Song-Hai Zhang 3DPC 29 51 0 25 May 2021
Pay Attention to MLPs Hanxiao Liu Zihang Dai David R. So Quoc V. Le AI4CE 57 651 0 17 May 2021
Waste detection in Pomerania: non-profit project for detecting waste in environment Sylwia Majchrowska Agnieszka Mikołajczyk M. Ferlin Zuzanna Klawikowska Marta A. Plantykow Arkadiusz Kwasigroch K. Majek 30 125 0 12 May 2021
You Only Learn One Representation: Unified Network for Multiple Tasks Chien-Yao Wang I-Hau Yeh Hongpeng Liao SSL FedML 20 478 0 10 May 2021
Beyond Self-attention: External Attention using Two Linear Layers for Visual Tasks Meng-Hao Guo Zheng-Ning Liu Tai-Jiang Mu Shimin Hu 25 472 0 05 May 2021
TransHash: Transformer-based Hamming Hashing for Efficient Image Retrieval Yongbiao Chen Shenmin Zhang Fangxin Liu Zhigang Chang Mang Ye Zhengwei Qi Shanghai Jiao Tong University ViT 29 49 0 05 May 2021