Title
Anti-Oversmoothing in Deep Vision Transformers via the Fourier Domain Analysis: From Theory to Practice Peihao Wang Wenqing Zheng Tianlong Chen Zhangyang Wang ViT 14 127 0 09 Mar 2022
Adaptive Cross-Layer Attention for Image Restoration Yancheng Wang N. Xu Yingzhen Yang 21 3 0 04 Mar 2022
Spatio-temporal Vision Transformer for Super-resolution Microscopy Charles N Christensen M. Lu Edward N. Ward Pietro Lio' C. Kaminski 19 8 0 28 Feb 2022
Real-World Blind Super-Resolution via Feature Matching with Implicit High-Resolution Priors Chaofeng Chen Xinyu Shi Yipeng Qin Xiaoming Li Xiaoguang Han Taojiannan Yang Shihui Guo 22 113 0 26 Feb 2022
Deep Learning Approaches on Image Captioning: A Review Taraneh Ghandi H. Pourreza H. Mahyar VLM 8 88 0 31 Jan 2022
VRT: A Video Restoration Transformer Jingyun Liang Jiezhang Cao Yuchen Fan K. Zhang Rakesh Ranjan Yawei Li Radu Timofte Luc Van Gool ViT 26 251 0 28 Jan 2022
DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction Bo Zhou Neel Dey Jo Schlemper S. Salehi Chi Liu James S. Duncan M. Sofka MedIm 27 56 0 26 Jan 2022
SA-VQA: Structured Alignment of Visual and Semantic Representations for Visual Question Answering Peixi Xiong Quanzeng You Pei Yu Zicheng Liu Ying Wu 10 5 0 25 Jan 2022
UniFormer: Unifying Convolution and Self-attention for Visual Recognition Kunchang Li Yali Wang Junhao Zhang Peng Gao Guanglu Song Yu Liu Hongsheng Li Yu Qiao ViT 142 361 0 24 Jan 2022
RestoreFormer: High-Quality Blind Face Restoration from Undegraded Key-Value Pairs Zhouxia Wang Jiawei Zhang Runjian Chen Wenping Wang Ping Luo CVBM 13 109 0 17 Jan 2022
RFormer: Transformer-based Generative Adversarial Network for Real Fundus Image Restoration on A New Clinical Benchmark Zhuo Deng Yuanhao Cai Lu Chen Zheng Gong Qiqi Bao Xue Yao D. Fang Shaochong Zhang Lan Ma ViT MedIm 22 53 0 03 Jan 2022
Detail-Preserving Transformer for Light Field Image Super-Resolution Shunzhou Wang Tianfei Zhou Yao Lu Huijun Di ViT 17 95 0 02 Jan 2022
HPRN: Holistic Prior-embedded Relation Network for Spectral Super-Resolution Chaoxiong Wu Jiaojiao Li Rui Song Yunsong Li Qian Du 22 15 0 29 Dec 2021
Multi-initialization Optimization Network for Accurate 3D Human Pose and Shape Estimation Zhiwei Liu Xiangyu Zhu Lu Yang X. Yan Ming Tang Zhen Lei Guibo Zhu Xuetao Feng Yan Wang Jinqiao Wang 3DH 14 8 0 24 Dec 2021
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Wenbo Li Xin Lu Shengju Qian Jiangbo Lu X. Zhang Jiaya Jia ViT 24 83 0 19 Dec 2021
Towards End-to-End Image Compression and Analysis with Transformers Yuanchao Bai Xu Yang Xianming Liu Junjun Jiang Yaowei Wang Xiangyang Ji Wen Gao ViT 29 51 0 17 Dec 2021
Short and Long Range Relation Based Spatio-Temporal Transformer for Micro-Expression Recognition Liangfei Zhang Xiaopeng Hong Ognjen Arandjelovic Guoying Zhao ViT 28 47 0 10 Dec 2021
Improving Image Restoration by Revisiting Global Information Aggregation Xiaojie Chu Liangyu Chen Chengpeng Chen Xin Lu 17 87 0 08 Dec 2021
U2-Former: A Nested U-shaped Transformer for Image Restoration Haobo Ji Xin Feng Wenjie Pei Jinxing Li Guangming Lu ViT 22 26 0 04 Dec 2021
Vision Pair Learning: An Efficient Training Framework for Image Classification Bei Tong Xiaoyuan Yu ViT 17 0 0 02 Dec 2021
Multi-View Stereo with Transformer Jie Zhu Bo Peng Wanqing Li Haifeng Shen Zhe Zhang Jianjun Lei ViT 23 27 0 01 Dec 2021
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions Jeya Maria Jose Valanarasu R. Yasarla Vishal M. Patel ViT 34 275 0 29 Nov 2021
On the Integration of Self-Attention and Convolution Xuran Pan Chunjiang Ge Rui Lu S. Song Guanfu Chen Zeyi Huang Gao Huang SSL 34 281 0 29 Nov 2021
Learning A 3D-CNN and Transformer Prior for Hyperspectral Image Super-Resolution Qing Ma Junjun Jiang Xianming Liu Jiayi Ma ViT 16 53 0 27 Nov 2021
AdaDM: Enabling Normalization for Image Super-Resolution Jie Liu Jie Tang Gangshan Wu 19 11 0 27 Nov 2021
Video Frame Interpolation Transformer Zhihao Shi Xiangyu Xu Xiaohong Liu Jun Chen Ming-Hsuan Yang ViT 11 157 0 27 Nov 2021
Self-slimmed Vision Transformer Zhuofan Zong Kunchang Li Guanglu Song Yali Wang Yu Qiao B. Leng Yu Liu ViT 16 30 0 24 Nov 2021
PU-Transformer: Point Cloud Upsampling Transformer Shi Qiu Saeed Anwar Nick Barnes 3DPC ViT 22 50 0 24 Nov 2021
Achieving Human Parity on Visual Question Answering Ming Yan Haiyang Xu Chenliang Li Junfeng Tian Bin Bi ... Ji Zhang Songfang Huang Fei Huang Luo Si Rong Jin 24 12 0 17 Nov 2021
A Survey of Visual Transformers Yang Liu Yao Zhang Yixin Wang Feng Hou Jin Yuan Jiang Tian Yang Zhang Zhongchao Shi Jianping Fan Zhiqiang He 3DGS ViT 69 330 0 11 Nov 2021
Improving Visual Quality of Image Synthesis by A Token-based Generator with Transformers Yanhong Zeng Huan Yang Hongyang Chao Jianbo Wang Jianlong Fu ViT 21 26 0 05 Nov 2021
Revitalizing CNN Attentions via Transformers in Self-Supervised Visual Representation Learning Chongjian Ge Youwei Liang Yibing Song Jianbo Jiao Jue Wang Ping Luo ViT 16 36 0 11 Oct 2021
Ripple Attention for Visual Perception with Sub-quadratic Complexity Lin Zheng Huijie Pan Lingpeng Kong 21 3 0 06 Oct 2021
TANet: A new Paradigm for Global Face Super-resolution via Transformer-CNN Aggregation Network Yuan-Zheng Wang Tao Lu Yanduo Zhang Junjun Jiang Jiaming Wang Zhongyuan Wang Jiayi Ma ViT 10 10 0 16 Sep 2021
Eformer: Edge Enhancement based Transformer for Medical Image Denoising Achleshwar Luthra Harsh Sulakhe Tanish Mittal Abhishek Iyer Santosh Kumar Yadav ViT MedIm 10 79 0 16 Sep 2021
View Blind-spot as Inpainting: Self-Supervised Denoising with Mask Guided Residual Convolution Yuhongze Zhou Liguang Zhou Tin Lun Lam Yangsheng Xu SSL 22 2 0 10 Sep 2021
Encoder-decoder with Multi-level Attention for 3D Human Shape and Pose Estimation Ziniu Wan Zhengjia Li Maoqing Tian Jianbo Liu Shuai Yi Hongsheng Li 3DH 27 80 0 06 Sep 2021
Fusformer: A Transformer-based Fusion Approach for Hyperspectral Image Super-resolution Jin-Fan Hu Tingzhu Huang Liang-Jian Deng SupR 40 112 0 05 Sep 2021
SwinIR: Image Restoration Using Swin Transformer Jingyun Liang Jie Cao Guolei Sun K. Zhang Luc Van Gool Radu Timofte ViT 40 2,803 0 23 Aug 2021
End-to-End Dense Video Captioning with Parallel Decoding Teng Wang Ruimao Zhang Zhichao Lu Feng Zheng Ran Cheng Ping Luo 3DV 30 179 0 17 Aug 2021
MUSIQ: Multi-scale Image Quality Transformer Junjie Ke Qifei Wang Yilin Wang P. Milanfar Feng Yang 154 624 0 12 Aug 2021
Armour: Generalizable Compact Self-Attention for Vision Transformers Lingchuan Meng ViT 19 3 0 03 Aug 2021
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 39 14 0 19 Jul 2021
Chimera: Efficiently Training Large-Scale Neural Networks with Bidirectional Pipelines Shigang Li Torsten Hoefler GNN AI4CE LRM 77 131 0 14 Jul 2021
GLiT: Neural Architecture Search for Global and Local Image Transformer Boyu Chen Peixia Li Chuming Li Baopu Li Lei Bai Chen Lin Ming-hui Sun Junjie Yan Wanli Ouyang ViT 24 85 0 07 Jul 2021
Post-Training Quantization for Vision Transformer Zhenhua Liu Yunhe Wang Kai Han Siwei Ma Wen Gao ViT MQ 39 321 0 27 Jun 2021
IA-RED $^2$ : Interpretability-Aware Redundancy Reduction for Vision Transformers Bowen Pan Rameswar Panda Yifan Jiang 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 30 208 0 17 Jun 2021
Video Super-Resolution Transformer Jie Cao Yawei Li K. Zhang Luc Van Gool ViT 28 166 0 12 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 33 19 0 07 Jun 2021