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 / 202 papers shown

Title
UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration Chunming He Rihan Zhang Fengyang Xiao Chengyu Fang Longxiang Tang Yang Zhang Sina Farsiu 31 0 0 10 May 2025
A review of advancements in low-light image enhancement using deep learning Fangxue Liu Lei Fan 45 0 0 09 May 2025
PRE-Mamba: A 4D State Space Model for Ultra-High-Frequent Event Camera Deraining Ciyu Ruan Ruishan Guo Zihang Gong J. Xu Wenhan Yang Xinlei Chen Mamba 67 0 0 08 May 2025
Image Restoration via Multi-domain Learning Xingyu Jiang Ning Gao Xiuhui Zhang Hongkun Dou Shaowen Fu Xiaoqing Zhong Hao Li Yue Deng ViT 43 0 0 07 May 2025
Optimization of Module Transferability in Single Image Super-Resolution: Universality Assessment and Cycle Residual Blocks Haotong Cheng Zhiqi Zhang Hao Li Xiaotian Zhang SupR 49 0 0 06 May 2025
Multi-View Learning with Context-Guided Receptance for Image Denoising Binghong Chen Tingting Chai Wei Jiang Yuanrong Xu Guanglu Zhou Xiangqian Wu 48 0 0 05 May 2025
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture V. Frants S. Agaian K. Panetta Peter Huang 41 0 0 03 May 2025
Structure-guided Diffusion Transformer for Low-Light Image Enhancement Xiangchen Yin Zhenda Yu Longtao Jiang Xin Gao Xiao Sun Zhi Liu Xun Yang DiffM 47 0 0 21 Apr 2025
An Efficient and Mixed Heterogeneous Model for Image Restoration Yubin Gu Yuan Meng Kaihang Zheng Xiaoshuai Sun Jiayi Ji Weijian Ruan Liujuan Cao Rongrong Ji 25 0 0 15 Apr 2025
Mitigating Long-tail Distribution in Oracle Bone Inscriptions: Dataset, Model, and Benchmark Jinhao Li Z. Chen Runze Dong Tingzhu Chen C. Wang Guangtao Zhai DiffM 47 0 0 13 Apr 2025
Hybrid Agents for Image Restoration Bingchen Li X. Li Yiting Lu Zhibo Chen 85 1 0 13 Mar 2025
GM-MoE: Low-Light Enhancement with Gated-Mechanism Mixture-of-Experts Minwen Liao Hao Bo Dong Xinyi Wang Ziyang Yan Yihua Shao MoE DiffM 61 0 0 10 Mar 2025
One-Step Diffusion Model for Image Motion-Deblurring X. Liu Yuquan Wang Zhe Chen Jiezhang Cao He Zhang Yuyao Zhang Xiaokang Yang DiffM 76 0 0 09 Mar 2025
SEE: See Everything Every Time -- Adaptive Brightness Adjustment for Broad Light Range Images via Events Yunfan Lu Xiaogang Xu Hao Lu Yanlin Qian Pengteng Li ... Bin Yang Junyi Li Qianyi Cai Weiyu Guo Hui Xiong 38 0 0 28 Feb 2025
Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration Kang Liao Zongsheng Yue Zhouxia Wang Chen Change Loy 93 3 0 20 Feb 2025
DeblurDiff: Real-World Image Deblurring with Generative Diffusion Models Lingshun Kong Jiawei Zhang Dongqing Zou Jimmy S. J. Ren Xiaohe Wu Jiangxin Dong Jinshan Pan DiffM 87 0 0 06 Feb 2025
All-in-One Image Compression and Restoration Huimin Zeng Jiacheng Li Ziqiang Zheng Zhiwei Xiong 88 1 0 05 Feb 2025
V2X-DGPE: Addressing Domain Gaps and Pose Errors for Robust Collaborative 3D Object Detection Sichao Wang Chuang Zhang Ming Yuan Qing Xu Lei He Jianqiang Wang 49 1 0 28 Jan 2025
Geometric Distortion Guided Transformer for Omnidirectional Image Super-Resolution Cuixin Yang Rongkang Dong Jun Xiao Cong Zhang Kin-Man Lam Fei Zhou Guoping Qiu 87 1 0 17 Jan 2025
Passive Non-Line-of-Sight Imaging with Light Transport Modulation Jiarui Zhang Ruixu Geng Xiaolong Du Yan Chen Houqiang Li Yang Hu 70 1 0 03 Jan 2025
Realistic Noise Synthesis with Diffusion Models Qi Wu Mingyan Han Ting Jiang Chengzhi Jiang B. Zeng Man Jiang Haoqiang Fan Shuaicheng Liu DiffM 86 1 0 03 Jan 2025
Complementary Advantages: Exploiting Cross-Field Frequency Correlation for NIR-Assisted Image Denoising Yixuan Wang Hongyuan Wang Lizhi Wang Xinyu Wang Lin Zhu Wanxuan Lu Hua Huang 84 1 0 21 Dec 2024
Adaptive Blind All-in-One Image Restoration David Serrano-Lozano Luis Herranz Shaolin Su Javier Vázquez-Corral VLM 95 0 0 27 Nov 2024
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Eduard Zamfir Zongwei Wu Nancy Mehta Yuedong Tan Danda Pani Paudel Yulun Zhang Radu Timofte MoE 178 1 0 27 Nov 2024
HASN: Hybrid Attention Separable Network for Efficient Image Super-resolution Weifeng Cao Xiaoyan Lei Jun Shi Wanyong Liang Jie Liu Zongfei Bai SupR 29 0 0 13 Oct 2024
OmniSR: Shadow Removal under Direct and Indirect Lighting Jiamin Xu Zelong Li Yuxin Zheng Chenyu Huang Renshu Gu Weiwei Xu Gang Xu 3DV 43 1 0 02 Oct 2024
ReviveDiff: A Universal Diffusion Model for Restoring Images in Adverse Weather Conditions Wenfeng Huang Guoan Xu Wenjing Jia Stuart W. Perry Guangwei Gao 54 1 0 27 Sep 2024
Deblur e-NeRF: NeRF from Motion-Blurred Events under High-speed or Low-light Conditions Weng Fei Low Gim Hee Lee 41 4 0 26 Sep 2024
Leveraging Text Localization for Scene Text Removal via Text-aware Masked Image Modeling Zixiao Wang Hongtao Xie Yuxin Wang Yadong Qu Fengjun Guo Pengwei Liu DiffM 33 0 0 20 Sep 2024
RCNet: Deep Recurrent Collaborative Network for Multi-View Low-Light Image Enhancement Hao Luo Baoliang Chen Lingyu Zhu Peilin Chen Shiqi Wang 3DV 62 0 0 06 Sep 2024
KAN See In the Dark Aoxiang Ning Minglong Xue Jinhong He Chengyun Song 36 2 0 05 Sep 2024
F2former: When Fractional Fourier Meets Deep Wiener Deconvolution and Selective Frequency Transformer for Image Deblurring Subhajit Paul Sahil Kumawat Ashutosh Gupta Deepak Mishra 31 2 0 03 Sep 2024
SMAFormer: Synergistic Multi-Attention Transformer for Medical Image Segmentation Fuchen Zheng Xuhang Chen Weihuang Liu Haolun Li Yingtie Lei Jiahui He Chi-Man Pun Shounjun Zhou MedIm 29 12 0 31 Aug 2024
SwinShadow: Shifted Window for Ambiguous Adjacent Shadow Detection Yonghui Wang Shaokai Liu Li Li Wengang Zhou Houqiang Li ViT 49 1 0 07 Aug 2024
Hierarchical Separable Video Transformer for Snapshot Compressive Imaging Ping Wang Yulun Zhang Lishun Wang Xin Yuan ViT 31 1 0 16 Jul 2024
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution Xiang Zhang Yulun Zhang Fisher Yu 42 15 0 08 Jul 2024
RSEND: Retinex-based Squeeze and Excitation Network with Dark Region Detection for Efficient Low Light Image Enhancement Jingcheng Li Ye Qiao Haocheng Xu Sitao Huang 67 0 0 14 Jun 2024
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Xintian Mao Qingli Li Yan Wang 48 14 0 13 Jun 2024
A Semantic-Aware and Multi-Guided Network for Infrared-Visible Image Fusion Xiaoli Zhang Liying Wang Libo Zhao Xiongfei Li Siwei Ma 42 0 0 11 Jun 2024
MVMS-RCN: A Dual-Domain Unfolding CT Reconstruction with Multi-sparse-view and Multi-scale Refinement-correction Xiaohong Fan Ke-long Chen Huaming Yi Yin Yang Jianping Zhang 46 0 0 27 May 2024
Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A Survey Guoping Xu Xiaxia Wang Xinglong Wu Xuesong Leng Yongchao Xu 3DPC 36 8 0 02 May 2024
MIPI 2024 Challenge on Nighttime Flare Removal: Methods and Results Yu Dai Dafeng Zhang Xiaoming Li Zongsheng Yue Chongyi Li ... Yingli Zhang Mingde Hou S. YaoLevinM Aniruth Sundararajan Hari Kumar 40 1 0 30 Apr 2024
PromptCIR: Blind Compressed Image Restoration with Prompt Learning Bingchen Li Xin Li Yiting Lu Ruoyu Feng Mengxi Guo Shijie Zhao Li Zhang Zhibo Chen 36 13 0 26 Apr 2024
Training Transformer Models by Wavelet Losses Improves Quantitative and Visual Performance in Single Image Super-Resolution Cansu Korkmaz A. Murat Tekalp ViT 44 6 0 17 Apr 2024
MOWA: Multiple-in-One Image Warping Model Kang Liao Zongsheng Yue Zhonghua Wu Chen Change Loy VLM 37 5 0 16 Apr 2024
NIR-Assisted Image Denoising: A Selective Fusion Approach and A Real-World Benchmark Dataset Rongjian Xu Zhilu Zhang Ren-Rong Wu Wangmeng Zuo 48 2 0 12 Apr 2024
Empowering Image Recovery_ A Multi-Attention Approach Juan Wen Yawei Li Chao Zhang Weiyan Hou Radu Timofte Luc Van Gool 45 0 0 06 Apr 2024
Motion Blur Decomposition with Cross-shutter Guidance Xiang Ji Haiyang Jiang Yinqiang Zheng 38 0 0 01 Apr 2024
Gyro-based Neural Single Image Deblurring Heemin Yang Jaesung Rim Seungyong Lee Seung-Hwan Baek Sunghyun Cho 36 1 0 01 Apr 2024
GAMA-IR: Global Additive Multidimensional Averaging for Fast Image Restoration Youssef Mansour Reinhard Heckel 40 0 0 31 Mar 2024