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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TAPE: Task-Agnostic Prior Embedding for Image Restoration Lin Liu Lingxi Xie Xiaopeng Zhang Shanxin Yuan Xiangyu Chen Wen-gang Zhou Houqiang Li Qi Tian 10 53 0 11 Mar 2022
PyNET-QxQ: An Efficient PyNET Variant for QxQ Bayer Pattern Demosaicing in CMOS Image Sensors Minhyeok Cho Haechang Lee Hyunwoo Je Kijeong Kim Dongil Ryu Albert No 30 3 0 08 Mar 2022
Multi-Scale Adaptive Network for Single Image Denoising Yuanbiao Gou Peng Hu Jiancheng Lv Qiufeng Wang Xiaocui Peng 16 27 0 08 Mar 2022
Self-Supervised Face Image Restoration with a One-Shot Reference Yanhui Guo Fangzhou Luo Xiaolin Wu DiffM 28 2 0 06 Mar 2022
Adaptive Cross-Layer Attention for Image Restoration Yancheng Wang N. Xu Yingzhen Yang 29 3 0 04 Mar 2022
Multi-Tailed Vision Transformer for Efficient Inference Yunke Wang Bo Du Wenyuan Wang Chang Xu ViT 213 6 0 03 Mar 2022
Motion-aware Dynamic Graph Neural Network for Video Compressive Sensing Ruiying Lu Ziheng Cheng Bo Chen Xin Yuan 13 4 0 01 Mar 2022
Spatio-temporal Vision Transformer for Super-resolution Microscopy Charles N Christensen M. Lu Edward N. Ward Pietro Lio' C. Kaminski 27 8 0 28 Feb 2022
SUNet: Swin Transformer UNet for Image Denoising Chi-Mao Fan Tsung-Jung Liu Kuan-Hsien Liu ViT 39 112 0 28 Feb 2022
One-shot Ultra-high-Resolution Generative Adversarial Network That Synthesizes 16K Images On A Single GPU Junseok Oh Donghwee Yoon Injung Kim 34 1 0 28 Feb 2022
Real-World Blind Super-Resolution via Feature Matching with Implicit High-Resolution Priors Chaofeng Chen Xinyu Shi Yipeng Qin Xiaoming Li Xiaoguang Han Taojiannan Yang Shihui Guo 30 113 0 26 Feb 2022
Transformers in Medical Image Analysis: A Review Kelei He Chen Gan Zhuoyuan Li I. Rekik Zihao Yin Wen Ji Yang Gao Qian Wang Junfeng Zhang D. Shen ViT MedIm 28 255 0 24 Feb 2022
Privacy-Preserving In-Bed Pose Monitoring: A Fusion and Reconstruction Study Thisun Dayarathna Thamidu Muthukumarana Yasiru Rathnayaka Simon Denman C. D. Silva Akila Pemasiri David Ahmedt-Aristizabal 3DH 19 12 0 22 Feb 2022
HALS: A Height-Aware Lidar Super-Resolution Framework for Autonomous Driving George Eskandar Sanjeev Sudarsan Karim Guirguis Janaranjani Palaniswamy Bharath Somashekar Bin Yang 13 6 0 08 Feb 2022
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets Axel Sauer Katja Schwarz Andreas Geiger 182 490 0 01 Feb 2022
Scale-arbitrary Invertible Image Downscaling Jinbo Xing Wenbo Hu T. Wong 36 12 0 29 Jan 2022
VRT: A Video Restoration Transformer Christos Sakaridis Jingyun Liang Yuchen Fan Peng Sun Rakesh Ranjan Yawei Li Radu Timofte Luc Van Gool ViT 34 251 0 28 Jan 2022
Revisiting RCAN: Improved Training for Image Super-Resolution Zudi Lin Prateek Garg Atmadeep Banerjee Salma Abdel Magid Deqing Sun Yulun Zhang Luc Van Gool D. Wei Hanspeter Pfister SupR 53 57 0 27 Jan 2022
DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction Bo Zhou Neel Dey Jo Schlemper S. Salehi Chi Liu James S. Duncan M. Sofka MedIm 30 56 0 26 Jan 2022
DocEnTr: An End-to-End Document Image Enhancement Transformer Mohamed Ali Souibgui Sanket Biswas Sana Khamekhem Jemni Yousri Kessentini Alicia Fornés Josep Lladós Umapada Pal ViT 58 45 0 25 Jan 2022
UniFormer: Unifying Convolution and Self-attention for Visual Recognition Kunchang Li Yali Wang Junhao Zhang Peng Gao Guanglu Song Yu Liu Hongsheng Li Yu Qiao ViT 162 360 0 24 Jan 2022
Fast MRI Reconstruction: How Powerful Transformers Are? Jiahao Huang Yinzhe Wu Huanjun Wu Guang Yang OOD ViT MedIm 10 21 0 23 Jan 2022
ReconFormer: Accelerated MRI Reconstruction Using Recurrent Transformer Pengfei Guo Yiqun Mei Jinyuan Zhou Shanshan Jiang Vishal M. Patel ViT MedIm 91 65 0 23 Jan 2022
Transformer-based SAR Image Despeckling Malsha V. Perera W. G. C. Bandara Jeya Maria Jose Valanarasu Vishal M. Patel 103 38 0 23 Jan 2022
Spectral Compressive Imaging Reconstruction Using Convolution and Contextual Transformer Lishun Wang Zong-Jhe Wu Yong Zhong Xin Yuan 24 18 0 15 Jan 2022
Swin Transformer for Fast MRI Jiahao Huang Yingying Fang Yinzhe Wu Huanjun Wu Zhifan Gao Yang Li Javier Del Ser Jun Xia Guang Yang ViT OOD 32 142 0 10 Jan 2022
MAXIM: Multi-Axis MLP for Image Processing Zhengzhong Tu Hossein Talebi Han Zhang Feng Yang P. Milanfar A. Bovik Yinxiao Li 39 463 0 09 Jan 2022
SGUIE-Net: Semantic Attention Guided Underwater Image Enhancement with Multi-Scale Perception Qi Qi Kunqian Li Haiyong Zheng Xiang Gao Guojia Hou Kun Sun 13 115 0 08 Jan 2022
RestoreDet: Degradation Equivariant Representation for Object Detection in Low Resolution Images Ziteng Cui Yingying Zhu Lin Gu Guo-Jun Qi Xiaoxiao Li Peng Gao Zenghui Zhang Tatsuya Harada 28 5 0 07 Jan 2022
Flow-Guided Sparse Transformer for Video Deblurring Jing Lin Yuanhao Cai Xiaowan Hu Haoqian Wang Youliang Yan X. Zou Henghui Ding Yulun Zhang Radu Timofte Luc Van Gool ViT 22 63 0 06 Jan 2022
Uncovering the Over-smoothing Challenge in Image Super-Resolution: Entropy-based Quantification and Contrastive Optimization Tianshuo Xu Lijiang Li Peng Mi Xiawu Zheng Rongrong Ji G. Jiang Yiyi Zhou Wei Zhang SupR 24 6 0 04 Jan 2022
RFormer: Transformer-based Generative Adversarial Network for Real Fundus Image Restoration on A New Clinical Benchmark Zhuo Deng Yuanhao Cai Lu Chen Zheng Gong Qiqi Bao Xue Yao D. Fang Shaochong Zhang Lan Ma ViT MedIm 36 53 0 03 Jan 2022
Fast and High-Quality Image Denoising via Malleable Convolutions Yi Ding Bartlomiej Wronski B. Mildenhall Jonathan T. Barron Zhangyang Wang Tianfan Xue 38 8 0 02 Jan 2022
Detail-Preserving Transformer for Light Field Image Super-Resolution Shunzhou Wang Tianfei Zhou Yao Lu Huijun Di ViT 19 95 0 02 Jan 2022
Modeling Mask Uncertainty in Hyperspectral Image Reconstruction Jiamian Wang Yulun Zhang X. Yuan Ziyi Meng Zhiqiang Tao 16 9 0 31 Dec 2021
CSformer: Bridging Convolution and Transformer for Compressive Sensing Dongjie Ye Zhangkai Ni Hanli Wang Jian Zhang Shiqi Wang Sam Kwong ViT MedIm 37 52 0 31 Dec 2021
Reflash Dropout in Image Super-Resolution Xiangtao Kong Xina Liu Jinjin Gu Yu Qiao Chao Dong UQCV 15 58 0 22 Dec 2021
Exploring Inter-frequency Guidance of Image for Lightweight Gaussian Denoising Zhuang Jia 25 2 0 22 Dec 2021
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Wenbo Li Xin Lu Shengju Qian Jiangbo Lu Xinming Zhang Jiaya Jia ViT 32 83 0 19 Dec 2021
Improving Image Restoration by Revisiting Global Information Aggregation Xiaojie Chu Liangyu Chen Chengpeng Chen Xin Lu 25 88 0 08 Dec 2021
NeRF-SR: High-Quality Neural Radiance Fields using Supersampling Chen Wang Xian-Chun Wu Yuanchen Guo Song-Hai Zhang Yu-Wing Tai Shijia Hu 30 111 0 03 Dec 2021
Contrastive Learning for Local and Global Learning MRI Reconstruction Qiaosi Yi Jinhao Liu Le Hu Faming Fang Guixu Zhang 17 5 0 30 Nov 2021
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions Jeya Maria Jose Valanarasu R. Yasarla Vishal M. Patel ViT 54 276 0 29 Nov 2021
Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Yucheng Tang Dong Yang Wenqi Li H. Roth Bennett Landman Daguang Xu V. Nath Ali Hatamizadeh ViT MedIm 42 517 0 29 Nov 2021
Multi-domain Integrative Swin Transformer network for Sparse-View Tomographic Reconstruction Jiayi Pan Heye Zhang Weifei Wu Z. Gao Weiwen Wu 20 59 0 28 Nov 2021
A Practical Contrastive Learning Framework for Single-Image Super-Resolution Gang Wu Junjun Jiang Xianming Liu 44 50 0 27 Nov 2021
Learning A 3D-CNN and Transformer Prior for Hyperspectral Image Super-Resolution Qing Ma Junjun Jiang Xianming Liu Jiayi Ma ViT 34 53 0 27 Nov 2021
AdaDM: Enabling Normalization for Image Super-Resolution Jie Liu Jie Tang Gangshan Wu 27 11 0 27 Nov 2021
Video Frame Interpolation Transformer Zhihao Shi Xiangyu Xu Xiaohong Liu Jun Chen Ming-Hsuan Yang ViT 17 158 0 27 Nov 2021
SWAT: Spatial Structure Within and Among Tokens Kumara Kahatapitiya Michael S. Ryoo 25 6 0 26 Nov 2021