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 / 163 papers shown

Title
SelfPromer: Self-Prompt Dehazing Transformers with Depth-Consistency Cong Wang Jin-shan Pan Wanyu Lin Jiangxin Dong Xiaomei Wu VLM MDE 26 39 0 13 Mar 2023
Human MotionFormer: Transferring Human Motions with Vision Transformers Hongyu Liu Xintong Han Chengbin Jin Lihui Qian Huawei Wei ... Faqiang Wang Haoye Dong Yibing Song Jia Xu Qifeng Chen 11 10 0 22 Feb 2023
A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuning Jin Zhu Guang Yang Pietro Lio' ViT MedIm 24 5 0 22 Feb 2023
LIT-Former: Linking In-plane and Through-plane Transformers for Simultaneous CT Image Denoising and Deblurring Zhihao Chen Chuang Niu Qi Gao Ge Wang Hongming Shan MedIm ViT 3DV 23 19 0 21 Feb 2023
STB-VMM: Swin Transformer Based Video Motion Magnification Ricard Lado-Roigé M. A. Pérez 16 13 0 20 Feb 2023
ShadowFormer: Global Context Helps Image Shadow Removal Lanqing Guo Siyu Huang Dingshuo Liu Hao Cheng B. Wen ViT 34 45 0 03 Feb 2023
Hierarchical Disentangled Representation for Invertible Image Denoising and Beyond Wenchao Du Hu Chen Yan Zhang H. Yang 21 1 0 31 Jan 2023
Mixed Attention Network for Hyperspectral Image Denoising Zeqiang Lai Ying Fu 14 14 0 27 Jan 2023
Images Speak in Images: A Generalist Painter for In-Context Visual Learning Xinlong Wang Wen Wang Yue Cao Chunhua Shen Tiejun Huang VLM MLLM 45 244 0 05 Dec 2022
Multiscale Structure Guided Diffusion for Image Deblurring Mengwei Ren M. Delbracio Hossein Talebi Guido Gerig P. Milanfar DiffM 16 58 0 04 Dec 2022
CDDFuse: Correlation-Driven Dual-Branch Feature Decomposition for Multi-Modality Image Fusion Zixiang Zhao Hao Bai Jiangshe Zhang Yulun Zhang Shuang Xu Zudi Lin Radu Timofte Luc Van Gool 29 308 0 26 Nov 2022
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation Seungcheol Park Young-Su Moon N. Cho 17 32 0 24 Nov 2022
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring Lingshun Kong Jiangxin Dong Mingqiang Li J. Ge Jin-shan Pan ViT 22 141 0 22 Nov 2022
Hybrid Transformer Based Feature Fusion for Self-Supervised Monocular Depth Estimation S. Tomar Maitreya Suin A. N. Rajagopalan ViT MDE 11 4 0 20 Nov 2022
ReLoc: A Restoration-Assisted Framework for Robust Image Tampering Localization Peiyu Zhuang Haodong Li Rui Yang Jiwu Huang 17 6 0 08 Nov 2022
Single Image Super-Resolution Using Lightweight Networks Based on Swin Transformer Bolong Zhang Juan Chen Q. Wen ViT 25 1 0 20 Oct 2022
AIM 2022 Challenge on Instagram Filter Removal: Methods and Results Furkan Kinli Sami Mentecs Barics Ozcan Furkan Kiracc Radu Timofte ... Sungjun Kim Guisik Kim Seohyeon Lee S. Nathan Priya Kansal 28 10 0 17 Oct 2022
Rethinking Blur Synthesis for Deep Real-World Image Deblurring Hao Wei Chenyang Ge Xin Qiao Pengchao Deng 17 0 0 28 Sep 2022
Modular Degradation Simulation and Restoration for Under-Display Camera Yang Zhou Yuda Song Xin Du 27 11 0 23 Sep 2022
Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration Marcos V. Conde Ui-Jin Choi Maxime Burchi Radu Timofte ViT 46 134 0 22 Sep 2022
DMTNet: Dynamic Multi-scale Network for Dual-pixel Images Defocus Deblurring with Transformer Dafeng Zhang Xiaobing Wang ViT 19 11 0 13 Sep 2022
CNSNet: A Cleanness-Navigated-Shadow Network for Shadow Removal Qianhao Yu Naishan Zheng Jie Huang Fengmei Zhao 17 13 0 06 Sep 2022
A Constrained Deformable Convolutional Network for Efficient Single Image Dynamic Scene Blind Deblurring with Spatially-Variant Motion Blur Kernels Estimation Shu Tang Yang Wu Hongxing Qin Xianzhong Xie Shuli Yang Jing Wang 10 1 0 23 Aug 2022
Rain Removal from Light Field Images with 4D Convolution and Multi-scale Gaussian Process Zhiqiang Yuan Jianhua Zhang Yilin Ji G. Pedersen W. Fan 23 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 31 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 19 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 11 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 18 51 0 12 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 15 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 26 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 13 28 0 08 Jun 2022
Do we really need temporal convolutions in action segmentation? Dazhao Du Bing-Huang Su Yu Li Zhongang Qi Lingyu Si Ying Shan ViT 21 15 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 70 116 0 20 May 2022
Dense residual Transformer for image denoising Chao Yao Shuo Jin Meiqin Liu Xiaojuan Ban ViT 26 29 0 14 May 2022
Activating More Pixels in Image Super-Resolution Transformer Xiangyu Chen Xintao Wang Jiantao Zhou Yu Qiao Chao Dong ViT 54 598 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 4 6 0 30 Apr 2022
Neural Maximum A Posteriori Estimation on Unpaired Data for Motion Deblurring Youjian Zhang Chaoyue Wang Dacheng Tao 15 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 29 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 19 170 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 24 11 0 14 Apr 2022
Simple Baselines for Image Restoration Liangyu Chen Xiaojie Chu X. Zhang Jian-jun Sun 43 831 0 10 Apr 2022
RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-Resolution Z. Geng Luming Liang Tianyu Ding Ilya Zharkov 17 68 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 17 32 0 25 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 17 28 0 19 Mar 2022
HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction Zalan Fabian Berk Tinaz Mahdi Soltanolkotabi 25 50 0 15 Mar 2022
Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work Khawar Islam ViT 24 44 0 03 Mar 2022
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring Kiyeon Kim Seungyong Lee Sunghyun Cho 18 55 0 19 Feb 2022
VRT: A Video Restoration Transformer Jingyun Liang Jiezhang Cao Yuchen Fan K. Zhang Rakesh Ranjan Yawei Li Radu Timofte Luc Van Gool ViT 21 251 0 28 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 18 53 0 03 Jan 2022
Improving Image Restoration by Revisiting Global Information Aggregation Xiaojie Chu Liangyu Chen Chengpeng Chen Xin Lu 17 87 0 08 Dec 2021