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 33 127 0 09 Mar 2022
Adaptive Cross-Layer Attention for Image Restoration Yancheng Wang N. Xu Yingzhen Yang 29 3 0 04 Mar 2022
Patch Similarity Aware Data-Free Quantization for Vision Transformers Zhikai Li Liping Ma Mengjuan Chen Junrui Xiao Qingyi Gu MQ ViT 19 44 0 04 Mar 2022
Spatio-temporal Vision Transformer for Super-resolution Microscopy Charles N Christensen M. Lu Edward N. Ward Pietro Lio C. Kaminski 27 8 0 28 Feb 2022
CTformer: Convolution-free Token2Token Dilated Vision Transformer for Low-dose CT Denoising Dayang Wang Fenglei Fan Zhan Wu R. Liu Fei Wang Hengyong Yu ViT MedIm 35 122 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 30 113 0 26 Feb 2022
LwPosr: Lightweight Efficient Fine-Grained Head Pose Estimation Naina Dhingra 29 16 0 07 Feb 2022
Deep Learning Approaches on Image Captioning: A Review Taraneh Ghandi H. Pourreza H. Mahyar VLM 19 89 0 31 Jan 2022
VRT: A Video Restoration Transformer Christos Sakaridis Jingyun Liang Yuchen Fan Kaicheng Zhang Rakesh Ranjan Yawei Li Radu Timofte Luc Van Gool ViT 34 251 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 30 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 24 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 162 360 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 20 109 0 17 Jan 2022
HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning A. Zhmoginov Mark Sandler Max Vladymyrov ViT 33 68 0 11 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 36 53 0 03 Jan 2022
Detail-Preserving Transformer for Light Field Image Super-Resolution Shunzhou Wang Tianfei Zhou Yao Lu Huijun Di ViT 19 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 30 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 22 8 0 24 Dec 2021
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Wenbo Li Xin Lu Shengju Qian Jiangbo Lu Xinming Zhang Jiaya Jia ViT 32 85 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 31 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 33 47 0 10 Dec 2021
Improving Image Restoration by Revisiting Global Information Aggregation Xiaojie Chu Liangyu Chen Chengpeng Chen Xin Lu 25 88 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 24 26 0 04 Dec 2021
Vision Pair Learning: An Efficient Training Framework for Image Classification Bei Tong Xiaoyuan Yu ViT 20 0 0 02 Dec 2021
Multi-View Stereo with Transformer Jie Zhu Bo Peng Wanqing Li Haifeng Shen Zhe Zhang Jianjun Lei ViT 34 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 54 276 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 41 288 0 29 Nov 2021
A Practical Contrastive Learning Framework for Single-Image Super-Resolution Gang Wu Junjun Jiang Xianming Liu 44 50 0 27 Nov 2021
Learning A 3D-CNN and Transformer Prior for Hyperspectral Image Super-Resolution Qing Ma Junjun Jiang Xianming Liu Jiayi Ma ViT 34 53 0 27 Nov 2021
AdaDM: Enabling Normalization for Image Super-Resolution Jie Liu Jie Tang Gangshan Wu 27 11 0 27 Nov 2021
Video Frame Interpolation Transformer Zhihao Shi Xiangyu Xu Xiaohong Liu Jun Chen Ming-Hsuan Yang ViT 17 159 0 27 Nov 2021
Self-slimmed Vision Transformer Zhuofan Zong Kunchang Li Guanglu Song Yali Wang Yu Qiao B. Leng Yu Liu ViT 21 30 0 24 Nov 2021
PU-Transformer: Point Cloud Upsampling Transformer Shi Qiu Saeed Anwar Nick Barnes 3DPC ViT 32 51 0 24 Nov 2021
Restormer: Efficient Transformer for High-Resolution Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 70 2,128 0 18 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 32 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 77 330 0 11 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 85 97 0 07 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 27 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 24 36 0 11 Oct 2021
Ripple Attention for Visual Perception with Sub-quadratic Complexity Lin Zheng Huijie Pan Lingpeng Kong 28 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 25 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 18 82 0 16 Sep 2021
Dynamic Attentive Graph Learning for Image Restoration Chong Mou Jian Zhang Zhuoyuan Wu DiffM 71 81 0 14 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 32 2 0 10 Sep 2021
Ultra-high Resolution Image Segmentation via Locality-aware Context Fusion and Alternating Local Enhancement Wenxi Liu Qi Li Xin Lin Weixiang Yang Shengfeng He Yuanlong Yu 29 7 0 06 Sep 2021
3D Human Texture Estimation from a Single Image with Transformers Xiangyu Xu Chen Change Loy 3DH 33 39 0 06 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 35 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 48 112 0 05 Sep 2021
Transformer for Single Image Super-Resolution Zhisheng Lu Juncheng Li Hong Liu Chao Huang Linlin Zhang T. Zeng ViT 25 315 0 25 Aug 2021
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Kaicheng Zhang Luc Van Gool Radu Timofte ViT 75 2,818 0 23 Aug 2021