Uformer: A General U-Shaped Transformer for Image Restoration

6 June 2021

Zhendong Wang

Xiaodong Cun

Jianmin Bao

Papers citing "Uformer: A General U-Shaped Transformer for Image Restoration"

50 / 203 papers shown

Title
Rain Removal from Light Field Images with 4D Convolution and Multi-scale Gaussian Process Zhiqiang Yuan Jianhua Zhang Yilin Ji G. Pedersen W. Fan 28 17 0 16 Aug 2022
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-Transformer Hao Li Zhijing Yang Xiaobin Hong Ziying Zhao Junyang Chen Yukai Shi Jin-shan Pan DiffM ViT 43 11 0 28 Jul 2022
Global-Local Stepwise Generative Network for Ultra High-Resolution Image Restoration Xin Feng Haobo Ji Wenjie Pei Fanglin Chen Guangming Lu 28 4 0 16 Jul 2022
Structural Prior Guided Generative Adversarial Transformers for Low-Light Image Enhancement Cong Wang Jin-shan Pan Xiaomei Wu ViT 41 4 0 16 Jul 2022
Learning Parallax Transformer Network for Stereo Image JPEG Artifacts Removal Xuhao Jiang Weimin Tan Ri Cheng Shili Zhou Bo Yan ViT 19 6 0 15 Jul 2022
MSP-Former: Multi-Scale Projection Transformer for Single Image Desnowing Sixiang Chen Tian-Chun Ye Yun-Peng Liu Taodong Liao Y. Ye Erkang Chen Peng Chen ViT 28 51 0 12 Jul 2022
Polarized Color Image Denoising using Pocoformer Zhuoxiao Li Hai-bo Jiang Yinqiang Zheng 26 3 0 01 Jul 2022
Faster Diffusion Cardiac MRI with Deep Learning-based breath hold reduction Michael Tanzer Pedro F. Ferreira Andrew D. Scott Z. Khalique Maria Dwornik D. Pennell Guang Yang Daniel Rueckert S. Nielles-Vallespin MedIm 17 3 0 21 Jun 2022
Toward Real-world Single Image Deraining: A New Benchmark and Beyond Wei Li Qiming Zhang Jing Zhang Zhen Huang Xinmei Tian Dacheng Tao 36 21 0 11 Jun 2022
Hypernetwork-based Personalized Federated Learning for Multi-Institutional CT Imaging Ziyuan Yang Wenjun Xia Zexin Lu Yingyu Chen Xiaoxia Li Yi Zhang FedML OOD 16 28 0 08 Jun 2022
Recurrent Video Restoration Transformer with Guided Deformable Attention Christos Sakaridis Yuchen Fan Xiaoyu Xiang Rakesh Ranjan Eddy Ilg Simon Green Jingyun Liang Peng Sun Radu Timofte Luc Van Gool 42 152 0 05 Jun 2022
Do we really need temporal convolutions in action segmentation? Dazhao Du Bing-Huang Su Yu Li Zhongang Qi Hui Xiong Ying Shan ViT 26 16 0 26 May 2022
Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging Yuanhao Cai Jing Lin Haoqian Wang Xin Yuan Henghui Ding Yulun Zhang Radu Timofte Luc Van Gool 80 116 0 20 May 2022
Dense residual Transformer for image denoising Chao Yao Shuo Jin Meiqin Liu Xiaojuan Ban ViT 36 29 0 14 May 2022
Activating More Pixels in Image Super-Resolution Transformer Xiangyu Chen Xintao Wang Jiantao Zhou Yu Qiao Chao Dong ViT 76 601 0 09 May 2022
Coarse-to-Fine Video Denoising with Dual-Stage Spatial-Channel Transformer Wu Yun Mengshi Qi Chuanming Wang Huiyuan Fu Huadong Ma ViT 11 6 0 30 Apr 2022
Neural Maximum A Posteriori Estimation on Unpaired Data for Motion Deblurring Youjian Zhang Chaoyue Wang Dacheng Tao 21 4 0 26 Apr 2022
CTCNet: A CNN-Transformer Cooperation Network for Face Image Super-Resolution Guangwei Gao Zixiang Xu Juncheng Li Jian Yang T. Zeng Guo-Jun Qi CVBM ViT SupR 36 80 0 19 Apr 2022
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction Yuanhao Cai Jing Lin Zudi Lin Haoqian Wang Yulun Zhang Hanspeter Pfister Radu Timofte Luc Van Gool 19 171 0 17 Apr 2022
3D Shuffle-Mixer: An Efficient Context-Aware Vision Learner of Transformer-MLP Paradigm for Dense Prediction in Medical Volume Jianye Pang Cheng Jiang Yihao Chen Jianbo Chang M. Feng Renzhi Wang Jianhua Yao ViT MedIm 28 11 0 14 Apr 2022
Simple Baselines for Image Restoration Liangyu Chen Xiaojie Chu Xinming Zhang Jian Sun 53 835 0 10 Apr 2022
RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-Resolution Z. Geng Luming Liang Tianyu Ding Ilya Zharkov 29 69 0 27 Mar 2022
Give Me Your Attention: Dot-Product Attention Considered Harmful for Adversarial Patch Robustness Giulio Lovisotto Nicole Finnie Mauricio Muñoz Chaithanya Kumar Mummadi J. H. Metzen AAML ViT 30 32 0 25 Mar 2022
V2X-ViT: Vehicle-to-Everything Cooperative Perception with Vision Transformer Runsheng Xu Hao Xiang Zhengzhong Tu Xin Xia Ming-Hsuan Yang Jiaqi Ma ViT 117 362 0 20 Mar 2022
HIPA: Hierarchical Patch Transformer for Single Image Super Resolution Qing Cai Yiming Qian Jinxing Li Junjie Lv Yee-Hong Yang Feng Wu Dafan Zhang 22 28 0 19 Mar 2022
HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction Zalan Fabian Berk Tinaz Mahdi Soltanolkotabi 30 50 0 15 Mar 2022
Efficient Long-Range Attention Network for Image Super-resolution Xindong Zhang Huiyu Zeng Shi Guo Lei Zhang ViT 19 276 0 13 Mar 2022
Multi-Scale Adaptive Network for Single Image Denoising Yuanbiao Gou Peng Hu Jiancheng Lv Qiufeng Wang Xiaocui Peng 16 27 0 08 Mar 2022
Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work Khawar Islam ViT 28 45 0 03 Mar 2022
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Kiyeon Kim Seungyong Lee Sunghyun Cho 32 56 0 19 Feb 2022
VRT: A Video Restoration Transformer Christos Sakaridis Jingyun Liang Yuchen Fan Peng Sun 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
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
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 83 0 19 Dec 2021
Hformer: Hybrid CNN-Transformer for Fringe Order Prediction in Phase Unwrapping of Fringe Projection Xinjun Zhu Zhiqiang Han Mengkai Yuan Qinghua Guo Hongyi Wang 22 4 0 13 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
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
Intriguing Findings of Frequency Selection for Image Deblurring Xintian Mao Yiming Liu Fengze Liu Qingli Li Wei Shen Yan Wang 34 145 0 23 Nov 2021
Restormer: Efficient Transformer for High-Resolution Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang ViT 64 2,127 0 18 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
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
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Peng Sun Luc Van Gool Radu Timofte ViT 57 2,808 0 23 Aug 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 289 3,623 0 24 Feb 2021
Multi-Stage Progressive Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang Ling Shao 125 1,450 0 04 Feb 2021
Neighbor2Neighbor: Self-Supervised Denoising from Single Noisy Images Tao Huang Songjiang Li Xu Jia Huchuan Lu Jian-zhuo Liu 99 291 0 08 Jan 2021
Transformers in Vision: A Survey Salman Khan Muzammal Naseer Munawar Hayat Syed Waqas Zamir F. Khan M. Shah ViT 227 2,430 0 04 Jan 2021
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection Shuyang Cheng Yuzhi Wang Haibin Huang Donghao Liu Haoqiang Fan Shuaicheng Liu 115 187 0 30 Dec 2020
Optimization-Inspired Learning with Architecture Augmentations and Control Mechanisms for Low-Level Vision Risheng Liu Zhu Liu Pan Mu Xin-Yue Fan Zhongxuan Luo 18 5 0 10 Dec 2020
CycleISP: Real Image Restoration via Improved Data Synthesis Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang Ling Shao DiffM 113 337 0 17 Mar 2020