SwinIR: Image Restoration Using Swin Transformer

23 August 2021

Luc Van Gool

Radu Timofte

ViT

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Papers citing "SwinIR: Image Restoration Using Swin Transformer"

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Title
3D Priors-Guided Diffusion for Blind Face Restoration Xiaobin Lu Xiaobin Hu Jun Luo Ben Zhu Yaping Ruan Wenqi Ren DiffM 37 3 0 02 Sep 2024
Rethinking Image Super-Resolution from Training Data Perspectives Go Ohtani Ryu Tadokoro Ryosuke Yamada Yuki M. Asano Iro Laina Christian Rupprecht Nakamasa Inoue Rio Yokota Hirokatsu Kataoka Yoshimitsu Aoki SupR 22 1 0 01 Sep 2024
Attention-Guided Multi-scale Interaction Network for Face Super-Resolution Xujie Wan Wenjie Li Guangwei Gao Huimin Lu Jian Yang Chia-Wen Lin CVBM 50 0 0 01 Sep 2024
A Hybrid Transformer-Mamba Network for Single Image Deraining Shangquan Sun Wenqi Ren Juxiang Zhou Jianhou Gan Rui Wang Xiaochun Cao Mamba 54 5 0 31 Aug 2024
AWRaCLe: All-Weather Image Restoration using Visual In-Context Learning Sudarshan Rajagopalan Vishal M. Patel 27 3 0 30 Aug 2024
HiTSR: A Hierarchical Transformer for Reference-based Super-Resolution Masoomeh Aslahishahri Jordan R. Ubbens Ian Stavness 39 0 0 30 Aug 2024
GameIR: A Large-Scale Synthesized Ground-Truth Dataset for Image Restoration over Gaming Content Lebin Zhou Kun Han Nam Ling Wei Wang Wei Jiang 3DGS 41 0 0 29 Aug 2024
Super-Resolution works for coastal simulations Zhi-Song Liu Markus Buttner V. Aizinger Andreas Rupp SupR 33 0 0 29 Aug 2024
A Deep-Learning-Based Label-free No-Reference Image Quality Assessment Metric: Application in Sodium MRI Denoising Shuaiyu Yuan Tristan Whitmarsh Dimitri A. Kessler O. Arponen Mary A McLean ... Frank Riemer Aneurin Kennerley William J Brackenbury Fiona J Gilbert Joshua D Kaggie 37 0 0 29 Aug 2024
Perceive-IR: Learning to Perceive Degradation Better for All-in-One Image Restoration Xu Zhang Jiaqi Ma Guoli Wang Q. Zhang Huan Zhang Lefei Zhang VLM 99 6 0 28 Aug 2024
Histo-Diffusion: A Diffusion Super-Resolution Method for Digital Pathology with Comprehensive Quality Assessment Xuan Xu S. Kapse Prateek Prasanna MedIm 33 2 0 27 Aug 2024
A Preliminary Exploration Towards General Image Restoration Xiangtao Kong Jinjin Gu Yihao Liu Wenlong Zhang Xiangyu Chen Yu Qiao Chao Dong DiffM 43 2 0 27 Aug 2024
FreqINR: Frequency Consistency for Implicit Neural Representation with Adaptive DCT Frequency Loss Meiyi Wei Liu Xie Y. Sun Gang Chen 40 0 0 25 Aug 2024
O-Mamba: O-shape State-Space Model for Underwater Image Enhancement Chenyu Dong Chen Zhao Weiling Cai Bo Yang Mamba 73 2 0 23 Aug 2024
CODE: Confident Ordinary Differential Editing B. V. Delft Tommaso Martorella Alexandre Alahi DiffM 36 0 0 22 Aug 2024
MambaCSR: Dual-Interleaved Scanning for Compressed Image Super-Resolution With SSMs Yulin Ren Xin Li Mengxi Guo Bingchen Li Shijie Zhao Zhibo Chen Mamba 34 6 0 21 Aug 2024
MambaDS: Near-Surface Meteorological Field Downscaling with Topography Constrained Selective State Space Modeling Zili Liu Hao Chen Lei Bai Wenyuan Li Wanli Ouyang Zhengxia Zou Zhenwei Shi Mamba 45 5 0 20 Aug 2024
Multi-Scale Representation Learning for Image Restoration with State-Space Model Yuhong He Long Peng Qiaosi Yi Chen Wu Lu Wang Mamba 37 2 0 19 Aug 2024
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Alik Pramanick Utsav Bheda Arijit Sur SupR ViT 56 0 0 19 Aug 2024
Task-Aware Dynamic Transformer for Efficient Arbitrary-Scale Image Super-Resolution Tianyi Xu Yiji Zhou Xiaotao Hu Kai Zhang Anran Zhang Xingye Qiu Jun Xu 43 0 0 16 Aug 2024
QMambaBSR: Burst Image Super-Resolution with Query State Space Model Xin Di Long Peng Peizhe Xia Wenbo Li Renjing Pei Yang Cao Yang Wang Zheng-Jun Zha 56 6 0 16 Aug 2024
HAIR: Hypernetworks-based All-in-One Image Restoration Jin Cao Yi Cao Li Pang Deyu Meng Xiangyong Cao 3DH 35 9 0 15 Aug 2024
DIffSteISR: Harnessing Diffusion Prior for Superior Real-world Stereo Image Super-Resolution Yuanbo Zhou Xinlin Zhang Wei Deng Tao Wang Tao Tan Qinquan Gao Tong Tong 40 0 0 14 Aug 2024
GRFormer: Grouped Residual Self-Attention for Lightweight Single Image Super-Resolution Yuzhen Li Zehang Deng Yuxin Cao Lihua Liu 24 1 0 14 Aug 2024
Content-decoupled Contrastive Learning-based Implicit Degradation Modeling for Blind Image Super-Resolution Jiang Yuan Ji Ma Bo Wang Weiming Hu 34 0 0 10 Aug 2024
Efficient Single Image Super-Resolution with Entropy Attention and Receptive Field Augmentation Xiaole Zhao Linze Li Chengxing Xie Xiaoming Zhang Ting Jiang Wenjie Lin Shuaicheng Liu Tianrui Li 33 0 0 08 Aug 2024
Lightweight Video Denoising Using a Classic Bayesian Backbone Clement Bled François Pitié 50 0 0 07 Aug 2024
Bi-Level Spatial and Channel-aware Transformer for Learned Image Compression Hamidreza Soltani E. Ghasemi 30 0 0 07 Aug 2024
SGSR: Structure-Guided Multi-Contrast MRI Super-Resolution via Spatio-Frequency Co-Query Attention Shaoming Zheng Yinsong Wang Siyi Du Chen Qin 33 0 0 06 Aug 2024
Improving Image De-raining Using Reference-Guided Transformers Zihao Ye Jaehoon Cho Changjae Oh ViT 16 0 0 01 Aug 2024
UniProcessor: A Text-induced Unified Low-level Image Processor Huiyu Duan Xiongkuo Min Sijing Wu Wei Shen Guangtao Zhai DiffM 47 8 0 30 Jul 2024
Interpreting Low-level Vision Models with Causal Effect Maps Jinfan Hu Jinjin Gu Shiyao Yu Fanghua Yu Zheyuan Li Zhiyuan You Chaochao Lu Chao Dong CML 50 2 0 29 Jul 2024
Multi-Expert Adaptive Selection: Task-Balancing for All-in-One Image Restoration Xiaoyan Yu Shen Zhou Huafeng Li Liehuang Zhu 31 3 0 27 Jul 2024
Dilated Strip Attention Network for Image Restoration Fangwei Hao Jiesheng Wu Ji Du Yinjie Wang Jing Xu 43 0 0 26 Jul 2024
LoFormer: Local Frequency Transformer for Image Deblurring Xintian Mao Jiansheng Wang Xingran Xie Qingli Li Yan Wang 45 8 0 24 Jul 2024
Raindrop Clarity: A Dual-Focused Dataset for Day and Night Raindrop Removal Yeying Jin Xin Li Jiadong Wang Yan Zhang Malu Zhang 37 8 0 24 Jul 2024
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution Dinh Phu Tran Dao Duy Hung Daeyoung Kim SupR 40 0 0 23 Jul 2024
MxT: Mamba x Transformer for Image Inpainting Shuang Chen Amir Atapour-Abarghouei Haozheng Zhang Hubert P. H. Shum Mamba 40 2 0 23 Jul 2024
SwinSF: Image Reconstruction from Spatial-Temporal Spike Streams Liangyan Jiang Chuang Zhu Yanxu Chen 52 2 0 22 Jul 2024
Efficient Multi-disparity Transformer for Light Field Image Super-resolution Zeke Zexi Hu Haodong Chen Yuk Ying Chung Xiaoming Chen 46 0 0 22 Jul 2024
Efficient Visual Transformer by Learnable Token Merging Yancheng Wang Yingzhen Yang ViT 44 1 0 21 Jul 2024
A New Dataset and Framework for Real-World Blurred Images Super-Resolution Rui Qin Ming-hui Sun Chao Zhou Bin Wang SupR 26 2 0 20 Jul 2024
Frontiers of Deep Learning: From Novel Application to Real-World Deployment Rui Xie VLM 37 1 0 19 Jul 2024
RealViformer: Investigating Attention for Real-World Video Super-Resolution Yuehan Zhang Angela Yao SupR 38 2 0 19 Jul 2024
Training-Free Large Model Priors for Multiple-in-One Image Restoration Xuanhua He Lang Li Yingying Wang Hui Zheng Ke Cao K. Yan Rui Li Chengjun Xie Jie Zhang Man Zhou DiffM 48 0 0 18 Jul 2024
UCIP: A Universal Framework for Compressed Image Super-Resolution using Dynamic Prompt Xin Li Bingchen Li Yeying Jin Cuiling Lan Hanxin Zhu Yulin Ren Zhibo Chen 56 7 0 18 Jul 2024
CoSIGN: Few-Step Guidance of ConSIstency Model to Solve General INverse Problems Jiankun Zhao Bowen Song Liyue Shen DiffM 47 4 0 17 Jul 2024
GRIDS: Grouped Multiple-Degradation Restoration with Image Degradation Similarity Shuo Cao Yihao Liu Wenlong Zhang Yu Qiao Chao Dong 41 4 0 17 Jul 2024
Hierarchical Separable Video Transformer for Snapshot Compressive Imaging Ping Wang Yulun Zhang Lishun Wang Xin Yuan ViT 31 1 0 16 Jul 2024
MoE-DiffIR: Task-customized Diffusion Priors for Universal Compressed Image Restoration Yulin Ren Xin Li Bingchen Li Xingrui Wang Mengxi Guo Shijie Zhao Li Zhang Zhibo Chen DiffM 43 7 0 15 Jul 2024