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
DRCT: Saving Image Super-resolution away from Information Bottleneck Chih-Chung Hsu Chia-Ming Lee Yi-Shiuan Chou 29 32 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 44 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 21 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 54 1 0 30 Mar 2024
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Huiyu Gao Depeng Dang 40 13 0 29 Mar 2024
Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models Mohammad Shahab Sepehri Zalan Fabian Mahdi Soltanolkotabi 38 5 0 26 Mar 2024
Strong and Controllable Blind Image Decomposition Zeyu Zhang Junlin Han Chenhui Gou Hongdong Li Liang Zheng 33 1 0 15 Mar 2024
Learning Correction Errors via Frequency-Self Attention for Blind Image Super-Resolution Haochen Sun Yan Yuan Lijuan Su Hao-Yu Shao 41 1 0 12 Mar 2024
Efficient Diffusion Model for Image Restoration by Residual Shifting Zongsheng Yue Jianyi Wang Chen Change Loy DiffM 32 36 0 12 Mar 2024
Segmentation Guided Sparse Transformer for Under-Display Camera Image Restoration Jingyun Xue Tao Wang Jun Wang Kaihao Zhang ViT 51 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 31 0 0 07 Mar 2024
A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning Yuelin Zhang Pengyu Zheng Wanquan Yan Chengyu Fang Shing Shin Cheng MedIm 37 7 0 05 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 37 1 0 28 Feb 2024
Learning to Deblur Polarized Images Chu Zhou Minggui Teng Xinyu Zhou Chao Xu Boxin Shi Boxin Shi 30 2 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 40 6 0 27 Feb 2024
Learning to See Through Dazzle Xiaopeng Peng Erin F. Fleet A. Watnik Grover A. Swartzlander GAN AAML 32 4 0 24 Feb 2024
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration Amirhosein Ghasemabadi Muhammad Kamran Janjua Mohammad Salameh Chunhua Zhou Fengyu Sun Di Niu 35 11 0 26 Jan 2024
GLIMPSE: Generalized Local Imaging with MLPs AmirEhsan Khorashadizadeh Valentin Debarnot Tianlin Liu Ivan Dokmanić 36 1 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 37 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 36 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 31 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 27 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 24 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 26 6 0 11 Dec 2023
Language-driven All-in-one Adverse Weather Removal Hao Yang Liyuan Pan Yan Yang Wei Liang VLM KELM 23 18 0 03 Dec 2023
LATIS: Lambda Abstraction-based Thermal Image Super-resolution Gargi Panda Soumitra Kundu Saumik Bhattacharya Aurobinda Routray 30 0 0 18 Nov 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 24 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 26 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
A Multi-scale Generalized Shrinkage Threshold Network for Image Blind Deblurring in Remote Sensing Yujie Feng Yin Yang Xiaohong Fan Zhengpeng Zhang Jianping Zhang 34 2 0 14 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 32 12 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 38 13 0 31 Aug 2023
Learning Image Deraining Transformer Network with Dynamic Dual Self-Attention Zhe-Cheng Fan Hongming Chen Yufeng Li ViT 20 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 22 167 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 24 26 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 32 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 28 7 0 22 Jul 2023
Physics-Driven Turbulence Image Restoration with Stochastic Refinement Ajay Jaiswal Xingguang Zhang Stanley H. Chan Zhangyang Wang 26 21 0 20 Jul 2023
Uncertainty-Driven Multi-Scale Feature Fusion Network for Real-time Image Deraining M. Tong Xu Yan Yongzhen Wang 20 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 23 4 0 15 Jul 2023
Transformers in Reinforcement Learning: A Survey Pranav Agarwal A. Rahman P. St-Charles Simon J. D. Prince Samira Ebrahimi Kahou OffRL 24 18 0 12 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 16 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 30 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 33 22 0 31 May 2023
Infrared Image Deturbulence Restoration Using Degradation Parameter-Assisted Wide & Deep Learning Yi Lu Yadong Wang Xingbo Jiang X. Bai 78 1 0 30 May 2023
Accelerating Diffusion Models for Inverse Problems through Shortcut Sampling Gongye Liu Haoze Sun Jiayi Li Fei Yin Yujiu Yang 35 19 0 26 May 2023