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
High-Similarity-Pass Attention for Single Image Super-Resolution Jianmei Su Min Gan Ieee Guang-Yong Chen Senior Member Wenzhong Guo F. I. C. L. Philip Chen 29 16 0 25 May 2023
MIPI 2023 Challenge on Nighttime Flare Removal: Methods and Results Yu Dai Chongyi Li Shangchen Zhou Ruicheng Feng Qingpeng Zhu Qi Sun Wenxiu Sun Chen Change Loy Jinwei Gu 30 10 0 23 May 2023
Toward Moiré-Free and Detail-Preserving Demosaicking Xuan-Yi Li Y. Niu Bo-Lu Zhao Haoyuan Shi Zitong An 31 1 0 15 May 2023
$A Two-Stage Real Image Deraining Method for GT-RAIN Challenge CVPR 2023 Workshop UG$^{\textbf{2}}$+ Track 3$ A Two-Stage Real Image Deraining Method for GT-RAIN Challenge CVPR 2023 Workshop UG $^{\textbf{2}}$ + Track 3 Y. Guo Xu Xiao Xiao-Xu Wang Yi Li Yi Chang Luxin Yan ViT 28 2 0 13 May 2023
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration Huiyu Gao J. Yang Ying Zhang Ning Wang Jing Yang Depeng Dang 32 18 0 09 May 2023
Degradation-Noise-Aware Deep Unfolding Transformer for Hyperspectral Image Denoising Haijin Zeng Jiezhang Cao Kai Feng Shaoguang Huang Hongyan Zhang H. Luong Wilfried Philips ViT 39 6 0 06 May 2023
NoiseTrans: Point Cloud Denoising with Transformers Guangzhe Hou G. Qin Minghui Sun Yanhua Liang Jie Yan Zhonghan Zhang 3DPC ViT 20 2 0 24 Apr 2023
TransFlow: Transformer as Flow Learner Yawen Lu Qifan Wang Siqi Ma Tong Geng Victor Y. Chen Huaijin Chen Dongfang Liu ViT 35 45 0 23 Apr 2023
EWT: Efficient Wavelet-Transformer for Single Image Denoising Juncheng Li Bodong Cheng Ying Chen Guangwei Gao T. Zeng ViT 22 22 0 13 Apr 2023
Cross-View Hierarchy Network for Stereo Image Super-Resolution Wenbin Zou Hong-xia Gao Liang Chen Yunchen Zhang Mingchao Jiang Zhongxin Yu Ming Tan SupR 39 11 0 13 Apr 2023
SketchFFusion: Sketch-guided image editing with diffusion model Weihang Mao Bo Han Zihao Wang DiffM 28 5 0 06 Apr 2023
Towards an Effective and Efficient Transformer for Rain-by-snow Weather Removal Tao Gao Yuanbo Wen Kaihao Zhang Peng Cheng Ting Chen ViT 33 5 0 06 Apr 2023
Masked Autoencoders as Image Processors Huiyu Duan Wei Shen Xiongkuo Min Danyang Tu Long Teng Jia Wang Guangtao Zhai ViT 38 11 0 30 Mar 2023
Generalizable Denoising of Microscopy Images using Generative Adversarial Networks and Contrastive Learning Félix Fuentes-Hurtado J. Sibarita V. Viasnoff DiffM MedIm 25 2 0 27 Mar 2023
Nighttime Smartphone Reflective Flare Removal Using Optical Center Symmetry Prior Yu Dai Yihang Luo Shangchen Zhou Chongyi Li Chen Change Loy 37 20 0 27 Mar 2023
WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal Yulin Luo Rui Zhao Xi Wei Jinwei Chen Yijie Lu Shenghao Xie Tianyu Wang Ruiqin Xiong Ming Lu Shanghang Zhang 31 3 0 24 Mar 2023
MSFA-Frequency-Aware Transformer for Hyperspectral Images Demosaicing Haijin Zeng Kai Feng Shaoguang Huang Jiezhang Cao Yongyong Chen Hongyan Zhang H. Luong Wilfried Philips 23 1 0 23 Mar 2023
Tracker Meets Night: A Transformer Enhancer for UAV Tracking Junjie Ye Changhong Fu Ziang Cao Shan An Guang-Zheng Zheng Bowen Li 37 52 0 20 Mar 2023
SelfPromer: Self-Prompt Dehazing Transformers with Depth-Consistency Cong Wang Jin-shan Pan Wanyu Lin Jiangxin Dong Xiaomei Wu VLM MDE 34 39 0 13 Mar 2023
Efficient and Explicit Modelling of Image Hierarchies for Image Restoration Yawei Li Yuchen Fan Xiaoyu Xiang D. Demandolx Rakesh Ranjan Radu Timofte Luc Van Gool 26 173 0 01 Mar 2023
TextIR: A Simple Framework for Text-based Editable Image Restoration Yun-Hao Bai Cairong Wang Shuzhao Xie Chao Dong Chun Yuan Zhi Wang DiffM 30 15 0 28 Feb 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 16 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 32 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 36 20 0 21 Feb 2023
STB-VMM: Swin Transformer Based Video Motion Magnification Ricard Lado-Roigé M. A. Pérez 18 13 0 20 Feb 2023
Mixed Hierarchy Network for Image Restoration Huiyu Gao Depeng Dang 29 14 0 19 Feb 2023
ShadowFormer: Global Context Helps Image Shadow Removal Lanqing Guo Siyu Huang Dingshuo Liu Hao Cheng B. Wen ViT 52 45 0 03 Feb 2023
Hierarchical Disentangled Representation for Invertible Image Denoising and Beyond Wenchao Du Hu Chen Yan Zhang H. Yang 34 1 0 31 Jan 2023
Image Restoration with Mean-Reverting Stochastic Differential Equations Ziwei Luo Fredrik K. Gustafsson Zheng Zhao Jens Sjölund Thomas B. Schon DiffM 44 156 0 27 Jan 2023
Mixed Attention Network for Hyperspectral Image Denoising Zeqiang Lai Ying Fu 19 14 0 27 Jan 2023
Skip-Attention: Improving Vision Transformers by Paying Less Attention Shashanka Venkataramanan Amir Ghodrati Yuki M. Asano Fatih Porikli A. Habibian ViT 18 25 0 05 Jan 2023
Position Embedding Needs an Independent Layer Normalization Runyi Yu Zhennan Wang Yinhuai Wang Kehan Li Yian Zhao Jian Zhang Guoli Song Jie Chen 31 1 0 10 Dec 2022
Images Speak in Images: A Generalist Painter for In-Context Visual Learning Xinlong Wang Wen Wang Yue Cao Chunhua Shen Tiejun Huang VLM MLLM 66 244 0 05 Dec 2022
Multiscale Structure Guided Diffusion for Image Deblurring Mengwei Ren M. Delbracio Hossein Talebi Guido Gerig P. Milanfar DiffM 21 59 0 04 Dec 2022
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 25 265 0 27 Nov 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 37 309 0 26 Nov 2022
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation Seungcheol Park Young-Su Moon N. Cho 17 33 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 32 142 0 22 Nov 2022
Hybrid Transformer Based Feature Fusion for Self-Supervised Monocular Depth Estimation S. Tomar Maitreya Suin A. N. Rajagopalan ViT MDE 24 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 33 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 33 10 0 17 Oct 2022
Rethinking Blur Synthesis for Deep Real-World Image Deblurring Hao Wei Chenyang Ge Xin Qiao Pengchao Deng 22 0 0 28 Sep 2022
Modular Degradation Simulation and Restoration for Under-Display Camera Yang Zhou Yuda Song Xin Du 32 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 57 135 0 22 Sep 2022
DMTNet: Dynamic Multi-scale Network for Dual-pixel Images Defocus Deblurring with Transformer Dafeng Zhang Xiaobing Wang ViT 29 11 0 13 Sep 2022
LRT: An Efficient Low-Light Restoration Transformer for Dark Light Field Images Shansi Zhang Nan Meng E. Lam ViT 44 20 0 06 Sep 2022
CNSNet: A Cleanness-Navigated-Shadow Network for Shadow Removal Qianhao Yu Naishan Zheng Jie Huang Fengmei Zhao 27 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 14 1 0 23 Aug 2022
L3: Accelerator-Friendly Lossless Image Format for High-Resolution, High-Throughput DNN Training Jonghyun Bae W. Baek Tae Jun Ham Jae W. Lee 20 1 0 18 Aug 2022