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
Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models Mohammad Shahab Sepehri Zalan Fabian Mahdi Soltanolkotabi 29 5 0 26 Mar 2024
Learning Correction Errors via Frequency-Self Attention for Blind Image Super-Resolution Haochen Sun Yan Yuan Lijuan Su Hao-Yu Shao 33 1 0 12 Mar 2024
Segmentation Guided Sparse Transformer for Under-Display Camera Image Restoration Jingyun Xue Tao Wang Jun Wang Kaihao Zhang ViT 43 2 0 09 Mar 2024
Learning to Remove Wrinkled Transparent Film with Polarized Prior Jiaqi Tang Ruizheng Wu Xiaogang Xu Sixing Hu Ying-Cong Chen 29 0 0 07 Mar 2024
NiteDR: Nighttime Image De-Raining with Cross-View Sensor Cooperative Learning for Dynamic Driving Scenes Cidan Shi Lihuang Fang Han Wu Xiaoyu Xian Yukai Shi Liang Lin 30 1 0 28 Feb 2024
SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-Resolution Chengcheng Wang Zhiwei Hao Yehui Tang Jianyuan Guo Yujie Yang Kai Han Yunhe Wang 38 6 0 27 Feb 2024
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration Amirhosein Ghasemabadi Muhammad Kamran Janjua Mohammad Salameh Chunhua Zhou Fengyu Sun Di Niu 22 11 0 26 Jan 2024
GLIMPSE: Generalized Local Imaging with MLPs AmirEhsan Khorashadizadeh Valentin Debarnot Tianlin Liu Ivan Dokmanić 28 0 0 01 Jan 2024
Image Super-resolution Reconstruction Network based on Enhanced Swin Transformer via Alternating Aggregation of Local-Global Features Yuming Huang Yingpin Chen Changhui Wu Hanrong Xie Binhui Song Hui Wang SupR ViT 24 0 0 30 Dec 2023
ClassLIE: Structure- and Illumination-Adaptive Classification for Low-Light Image Enhancement Zixiang Wei Yiting Wang Lichao Sun Athanasios V. Vasilakos Lin Wang 30 0 0 20 Dec 2023
SPIRE: Semantic Prompt-Driven Image Restoration Chenyang Qi Zhengzhong Tu Keren Ye M. Delbracio P. Milanfar Qifeng Chen Hossein Talebi DiffM 19 11 0 18 Dec 2023
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Jia-Hao Wu Fu-Jen Tsai Yan-Tsung Peng Chung-Chi Tsai Chia-Wen Lin Yen-Yu Lin DiffM 16 6 0 18 Dec 2023
Super-Resolution on Rotationally Scanned Photoacoustic Microscopy Images Incorporating Scanning Prior Kai Pan Linyang Li Li Lin Pujin Cheng Junyan Lyu Lei Xi Xiaoying Tang 16 0 0 12 Dec 2023
TULIP: Transformer for Upsampling of LiDAR Point Clouds Bin Yang Patrick Pfreundschuh Roland Siegwart Marco Hutter Peyman Moghadam Vaishakh Patil 3DPC 16 5 0 11 Dec 2023
Dynamic Association Learning of Self-Attention and Convolution in Image Restoration Kui Jiang Xuemei Jia Wenxin Huang Wenbin Wang Zheng Wang Junjun Jiang 20 1 0 09 Nov 2023
Unifying Image Processing as Visual Prompting Question Answering Yihao Liu Xiangyu Chen Xianzheng Ma Xintao Wang Jiantao Zhou Yu Qiao Chao Dong MLLM 22 18 0 16 Oct 2023
A cross Transformer for image denoising Chunwei Tian Menghua Zheng Wangmeng Zuo Shichao Zhang Yanning Zhang Chia-Wen Lin ViT 22 73 0 16 Oct 2023
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation Tan-Hanh Pham Xianqi Li Kim-Doang Nguyen MedIm ViT 19 8 0 16 Oct 2023
IFT: Image Fusion Transformer for Ghost-free High Dynamic Range Imaging Hai-lin Wang Wei Li Yuanyuan Xi Jie Hu Hanting Chen Longyu Li Yun Wang 12 1 0 26 Sep 2023
CNN Injected Transformer for Image Exposure Correction Shuning Xu Xiangyu Chen Binbin Song Jiantao Zhou ViT 19 6 0 08 Sep 2023
Prompt-based Ingredient-Oriented All-in-One Image Restoration Huiyu Gao Depeng Dang DiffM 23 11 0 06 Sep 2023
Improving Lens Flare Removal with General Purpose Pipeline and Multiple Light Sources Recovery Yuyan Zhou Dong Liang Songcan Chen Shengjian Huang Shuo Yang Chongyi Li 25 13 0 31 Aug 2023
Learning Image Deraining Transformer Network with Dynamic Dual Self-Attention Zhe-Cheng Fan Hongming Chen Yufeng Li ViT 18 0 0 15 Aug 2023
Dual Aggregation Transformer for Image Super-Resolution Zheng Chen Yulun Zhang Jinjin Gu L. Kong Xiaokang Yang F. I. F. Richard Yu ViT 11 166 0 07 Aug 2023
Random Sub-Samples Generation for Self-Supervised Real Image Denoising Yizhong Pan Xiao Liu Xiangyu Liao Yuanzhouhan Cao Chao Ren DiffM 17 25 0 31 Jul 2023
On the unreasonable vulnerability of transformers for image restoration -- and an easy fix Shashank Agnihotri Kanchana Vaishnavi Gandikota Julia Grabinski Paramanand Chandramouli M. Keuper 30 9 0 25 Jul 2023
A Stronger Stitching Algorithm for Fisheye Images based on Deblurring and Registration Jing Hao Jingming Xie Jinyuan Zhang Moyun Liu 20 7 0 22 Jul 2023
Physics-Driven Turbulence Image Restoration with Stochastic Refinement Ajay Jaiswal Xingguang Zhang Stanley H. Chan Zhangyang Wang 13 20 0 20 Jul 2023
Uncertainty-Driven Multi-Scale Feature Fusion Network for Real-time Image Deraining M. Tong Xu Yan Yongzhen Wang 13 0 0 19 Jul 2023
DRM-IR: Task-Adaptive Deep Unfolding Network for All-In-One Image Restoration Yuanshuo Cheng Mingwen Shao Yecong Wan Chao Wang 21 4 0 15 Jul 2023
Exploring Effective Mask Sampling Modeling for Neural Image Compression Lin Liu Mingming Zhao Shanxin Yuan Wenlong Lyu Wen-gang Zhou Houqiang Li Yanfeng Wang Qi Tian 11 3 0 09 Jun 2023
Flare7K++: Mixing Synthetic and Real Datasets for Nighttime Flare Removal and Beyond Yu Dai Chongyi Li Shangchen Zhou Ruicheng Feng Yihang Luo Chen Change Loy 25 26 0 07 Jun 2023
BokehOrNot: Transforming Bokeh Effect with Image Transformer and Lens Metadata Embedding Zhihao Yang Wenyi Lian Siyuan Lai 25 6 0 06 Jun 2023
A Unified Conditional Framework for Diffusion-based Image Restoration Y. Zhang Xiaoyu Shi Dasong Li Xiaogang Wang Jian Wang Hongsheng Li DiffM 12 22 0 31 May 2023
Infrared Image Deturbulence Restoration Using Degradation Parameter-Assisted Wide & Deep Learning Yi Lu Yadong Wang Xingbo Jiang X. Bai 43 1 0 30 May 2023
Accelerating Diffusion Models for Inverse Problems through Shortcut Sampling Gongye Liu Haoze Sun Jiayi Li Fei Yin Yujiu Yang 22 19 0 26 May 2023
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 27 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 25 10 0 23 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 11 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 24 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 30 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 15 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 25 45 0 23 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 29 11 0 13 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 24 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 22 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 8 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 18 20 0 27 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 16 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 32 51 0 20 Mar 2023