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
UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration Chunming He Rihan Zhang Fengyang Xiao Chengyu Fang Longxiang Tang Y. Zhang Sina Farsiu 21 0 0 10 May 2025
A review of advancements in low-light image enhancement using deep learning Fangxue Liu Lei Fan 42 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 65 0 0 08 May 2025
Image Restoration via Multi-domain Learning Xingyu Jiang Ning Gao Xiuhui Zhang Hongkun Dou Shaowen Fu Xiaoqing Zhong H. Li Yue Deng ViT 29 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 X. Zhang SupR 47 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 38 0 0 05 May 2025
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture V. Frants S. Agaian K. Panetta Peter Huang 32 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
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 40 0 0 13 Apr 2025
Hybrid Agents for Image Restoration Bingchen Li X. Li Yiting Lu Zhibo Chen 80 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 56 0 0 10 Mar 2025
One-Step Diffusion Model for Image Motion-Deblurring X. Liu Yuquan Wang Z. Chen Jiezhang Cao He Zhang Y. Zhang Xiaokang Yang DiffM 65 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 31 0 0 28 Feb 2025
Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration Kang Liao Zongsheng Yue Zhouxia Wang Chen Change Loy 78 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 83 0 0 06 Feb 2025
All-in-One Image Compression and Restoration Huimin Zeng Jiacheng Li Ziqiang Zheng Zhiwei Xiong 83 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 81 1 0 17 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 77 1 0 03 Jan 2025
Passive Non-Line-of-Sight Imaging with Light Transport Modulation Jiarui Zhang Ruixu Geng Xiaolong Du Yan Chen Houqiang Li Yang Hu 58 1 0 03 Jan 2025
Complementary Advantages: Exploiting Cross-Field Frequency Correlation for NIR-Assisted Image Denoising Y. Wang Hongyuan Wang Lizhi Wang X. Wang Lin Zhu Wanxuan Lu Hua Huang 84 1 0 21 Dec 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 118 1 0 27 Nov 2024
Adaptive Blind All-in-One Image Restoration David Serrano-Lozano Luis Herranz Shaolin Su Javier Vázquez-Corral VLM 92 0 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 24 0 0 13 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 34 3 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 26 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 53 0 0 06 Sep 2024
KAN See In the Dark Aoxiang Ning Minglong Xue Jinhong He Chengyun Song 31 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 24 2 0 03 Sep 2024
SwinShadow: Shifted Window for Ambiguous Adjacent Shadow Detection Yonghui Wang Shaokai Liu Li Li Wengang Zhou Houqiang Li ViT 32 1 0 07 Aug 2024
Hierarchical Separable Video Transformer for Snapshot Compressive Imaging Ping Wang Yulun Zhang Lishun Wang Xin Yuan ViT 26 1 0 16 Jul 2024
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution Xiang Zhang Yulun Zhang Fisher Yu 34 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 59 0 0 14 Jun 2024
A Semantic-Aware and Multi-Guided Network for Infrared-Visible Image Fusion Xiaoli Zhang Liying Wang Libo Zhao Xiongfei Li Siwei Ma 34 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 36 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 32 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 35 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 30 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 36 6 0 17 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 46 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 35 0 0 06 Apr 2024
Motion Blur Decomposition with Cross-shutter Guidance Xiang Ji Haiyang Jiang Yinqiang Zheng 21 0 0 01 Apr 2024
Gyro-based Neural Single Image Deblurring Heemin Yang Jaesung Rim Seungyong Lee Seung-Hwan Baek Sunghyun Cho 29 1 0 01 Apr 2024
GAMA-IR: Global Additive Multidimensional Averaging for Fast Image Restoration Youssef Mansour Reinhard Heckel 28 0 0 31 Mar 2024
DRCT: Saving Image Super-resolution away from Information Bottleneck Chih-Chung Hsu Chia-Ming Lee Yi-Shiuan Chou 24 31 0 31 Mar 2024
IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions Zhijun Tu Kunpeng Du Hanting Chen Hai-lin Wang Wei Li Jie Hu Yunhe Wang ViT 31 4 0 31 Mar 2024
SGDFormer: One-stage Transformer-based Architecture for Cross-Spectral Stereo Image Guided Denoising Runmin Zhang Zhuopu Yu Zehua Sheng Jiacheng Ying Sixi Cao Shu-Jie Chen Bailin Yang Junwei Li Hui-Liang Shen 19 3 0 30 Mar 2024
Harmonizing Light and Darkness: A Symphony of Prior-guided Data Synthesis and Adaptive Focus for Nighttime Flare Removal Lishen Qu Shihao Zhou Jinshan Pan Jinglei Shi Duosheng Chen Jufeng Yang 41 1 0 30 Mar 2024
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Huiyu Gao Depeng Dang 32 13 0 29 Mar 2024