Title
Video Crowd Localization with Multi-focus Gaussian Neighborhood Attention and a Large-Scale Benchmark Haopeng Li Lingbo Liu Kunlin Yang Shinan Liu Junyuan Gao Bin Zhao Rui Zhang Jun Hou 47 14 0 19 Jul 2021
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GLiT: Neural Architecture Search for Global and Local Image Transformer Boyu Chen Peixia Li Chuming Li Baopu Li Lei Bai Chen Lin Ming Sun Junjie Yan Wanli Ouyang ViT 35 85 0 07 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
Post-Training Quantization for Vision Transformer Zhenhua Liu Yunhe Wang Kai Han Siwei Ma Wen Gao ViT MQ 56 326 0 27 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
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
Delving Deep into the Generalization of Vision Transformers under Distribution Shifts Chongzhi Zhang Mingyuan Zhang Shanghang Zhang Daisheng Jin Qiang-feng Zhou Zhongang Cai Haiyu Zhao Xianglong Liu Ziwei Liu 21 102 0 14 Jun 2021
Video Super-Resolution Transformer Jie Cao Yawei Li Kaicheng Zhang Luc Van Gool ViT 28 167 0 12 Jun 2021
TED-net: Convolution-free T2T Vision Transformer-based Encoder-decoder Dilation network for Low-dose CT Denoising Dayang Wang Zhan Wu Hengyong Yu ViT MedIm 19 53 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
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
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Zhucheng Shao Hao Bian Yang Chen Yifeng Wang Jian Zhang Xiangyang Ji Yongbing Zhang ViT MedIm 37 635 0 02 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 50 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 35 22 0 31 May 2021
ResT: An Efficient Transformer for Visual Recognition Qing-Long Zhang Yubin Yang ViT 29 229 0 28 May 2021
Conformer: Local Features Coupling Global Representations for Visual Recognition Zhiliang Peng Wei Huang Shanzhi Gu Lingxi Xie Yaowei Wang Jianbin Jiao QiXiang Ye ViT 21 527 0 09 May 2021
MOTR: End-to-End Multiple-Object Tracking with Transformer Fangao Zeng Bin Dong Cheng Chen Tiancai Wang Xinming Zhang Yichen Wei VOT 24 500 0 07 May 2021
Split and Connect: A Universal Tracklet Booster for Multi-Object Tracking Gaoang Wang Yizhou Wang Renshu Gu Weijie Hu Lei Li VOT 41 40 0 06 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
NTIRE 2021 Challenge on Image Deblurring Seungjun Nah Sanghyun Son Suyoung Lee Radu Timofte Kyoung Mu Lee SupR 24 82 0 30 Apr 2021
Visformer: The Vision-friendly Transformer Zhengsu Chen Lingxi Xie Jianwei Niu Xuefeng Liu Longhui Wei Qi Tian ViT 120 209 0 26 Apr 2021
All Tokens Matter: Token Labeling for Training Better Vision Transformers Zihang Jiang Qibin Hou Li-xin Yuan Daquan Zhou Yujun Shi Xiaojie Jin Anran Wang Jiashi Feng ViT 25 203 0 22 Apr 2021
Low-Light Image and Video Enhancement Using Deep Learning: A Survey Chongyi Li Chunle Guo Linghao Han Jun Jiang Mingg-Ming Cheng Liang Feng Chen Change Loy 53 358 0 21 Apr 2021
TransVG: End-to-End Visual Grounding with Transformers Jiajun Deng Zhengyuan Yang Tianlang Chen Wen-gang Zhou Houqiang Li ViT 28 330 0 17 Apr 2021
Bridging Global Context Interactions for High-Fidelity Image Completion Chuanxia Zheng Tat-Jen Cham Jianfei Cai Dinh Q. Phung ViT 35 78 0 02 Apr 2021
CvT: Introducing Convolutions to Vision Transformers Haiping Wu Bin Xiao Noel Codella Mengchen Liu Xiyang Dai Lu Yuan Lei Zhang ViT 63 1,878 0 29 Mar 2021
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding Pengchuan Zhang Xiyang Dai Jianwei Yang Bin Xiao Lu Yuan Lei Zhang Jianfeng Gao ViT 29 329 0 29 Mar 2021
DeepViT: Towards Deeper Vision Transformer Daquan Zhou Bingyi Kang Xiaojie Jin Linjie Yang Xiaochen Lian Zihang Jiang Qibin Hou Jiashi Feng ViT 42 510 0 22 Mar 2021
Incorporating Convolution Designs into Visual Transformers Kun Yuan Shaopeng Guo Ziwei Liu Aojun Zhou F. Yu Wei Wu ViT 56 467 0 22 Mar 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 289 1,524 0 27 Feb 2021
TransGAN: Two Pure Transformers Can Make One Strong GAN, and That Can Scale Up Yi Ding Shiyu Chang Zhangyang Wang ViT 29 382 0 14 Feb 2021
CPTR: Full Transformer Network for Image Captioning Wei Liu Sihan Chen Longteng Guo Xinxin Zhu Jing Liu ViT 10 141 0 26 Jan 2021
Segmenting Transparent Object in the Wild with Transformer Enze Xie Wenjia Wang Wenhai Wang Pei Sun Hang Xu Ding Liang Ping Luo ViT 227 28 0 21 Jan 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir Fahad Shahbaz Khan M. Shah ViT 227 2,431 0 04 Jan 2021
A Survey on 3D Skeleton-Based Action Recognition Using Learning Method Bin Ren Mengyuan Liu Runwei Ding Hong Liu 27 121 0 14 Feb 2020
Graph-Based Global Reasoning Networks Yunpeng Chen Marcus Rohrbach Zhicheng Yan Shuicheng Yan Jiashi Feng Yannis Kalantidis GNN NAI 268 457 0 30 Nov 2018
DehazeNet: An End-to-End System for Single Image Haze Removal Bolun Cai Xiangmin Xu Kui Jia Chunmei Qing Dacheng Tao 117 2,401 0 28 Jan 2016