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
Jigsaw-ViT: Learning Jigsaw Puzzles in Vision Transformer Yingyi Chen Xiaoke Shen Yahui Liu Qinghua Tao Johan A. K. Suykens AAML ViT 19 22 0 25 Jul 2022
Learning Parallax Transformer Network for Stereo Image JPEG Artifacts Removal Xuhao Jiang Weimin Tan Ri Cheng Shili Zhou Bo Yan ViT 9 6 0 15 Jul 2022
Real-time Streaming Video Denoising with Bidirectional Buffers Chenyang Qi Junming Chen Xin Yang Qifeng Chen 11 20 0 14 Jul 2022
Faster Diffusion Cardiac MRI with Deep Learning-based breath hold reduction Michael Tanzer Pedro F. Ferreira Andrew D. Scott Z. Khalique Maria Dwornik D. Pennell Guang Yang Daniel Rueckert S. Nielles-Vallespin MedIm 15 3 0 21 Jun 2022
EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm Jiangning Zhang Xiangtai Li Yabiao Wang Chengjie Wang Yibo Yang Yong Liu Dacheng Tao ViT 28 32 0 19 Jun 2022
NTIRE 2022 Challenge on High Dynamic Range Imaging: Methods and Results Eduardo Pérez-Pellitero Sibi Catley-Chandar Richard Shaw Alevs Leonardis Radu Timofte ... H. Yoon T. Vo Alexander M. Holston S. Zaheer Chan-Young Park 87 36 0 25 May 2022
Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive Imaging Yuanhao Cai Jing Lin Haoqian Wang Xin Yuan Henghui Ding Yulun Zhang Radu Timofte Luc Van Gool 70 115 0 20 May 2022
MSTRIQ: No Reference Image Quality Assessment Based on Swin Transformer with Multi-Stage Fusion Jing Wang Haotian Fa X. Hou Yitian Xu Tao Li X. Lu Lean Fu 20 21 0 20 May 2022
Blueprint Separable Residual Network for Efficient Image Super-Resolution Zheyu Li Yingqi Liu Xiangyu Chen Haoming Cai Jinjin Gu Yu Qiao Chao Dong 11 126 0 12 May 2022
RepSR: Training Efficient VGG-style Super-Resolution Networks with Structural Re-Parameterization and Batch Normalization Xintao Wang Chao Dong Ying Shan 6 47 0 11 May 2022
Activating More Pixels in Image Super-Resolution Transformer Xiangyu Chen Xintao Wang Jiantao Zhou Yu Qiao Chao Dong ViT 51 594 0 09 May 2022
Adversarial Distortion Learning for Medical Image Denoising Morteza Ghahremani Mohammad Khateri Alejandra Sierra Jussi Tohka MedIm 11 13 0 29 Apr 2022
Lightweight Bimodal Network for Single-Image Super-Resolution via Symmetric CNN and Recursive Transformer Guangwei Gao Z. Wang Juncheng Li Wenjie Li Yi Yu T. Zeng SupR 17 93 0 28 Apr 2022
NTIRE 2022 Challenge on Super-Resolution and Quality Enhancement of Compressed Video: Dataset, Methods and Results Ren Yang Radu Timofte Mei Zheng Qunliang Xing Minglang Qiao ... Yulin Huang Junying Chen I. Lee Sunder Ali Khowaja Jiseok Yoon SupR 21 33 0 20 Apr 2022
CTCNet: A CNN-Transformer Cooperation Network for Face Image Super-Resolution Guangwei Gao Zixiang Xu Juncheng Li Jian Yang T. Zeng Guo-Jun Qi CVBM ViT SupR 29 79 0 19 Apr 2022
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction Yuanhao Cai Jing Lin Zudi Lin Haoqian Wang Yulun Zhang Hanspeter Pfister Radu Timofte Luc Van Gool 11 169 0 17 Apr 2022
Simple Baselines for Image Restoration Liangyu Chen Xiaojie Chu X. Zhang Jian-jun Sun 43 822 0 10 Apr 2022
Learning Local and Global Temporal Contexts for Video Semantic Segmentation Guolei Sun Yun Liu Henghui Ding Min Wu Luc Van Gool 25 31 0 07 Apr 2022
Towards An End-to-End Framework for Flow-Guided Video Inpainting Z. Li Cheng Lu Jia Qin Chunle Guo Mingg-Ming Cheng 41 149 0 06 Apr 2022
Efficient and Degradation-Adaptive Network for Real-World Image Super-Resolution Jie Liang Huiyu Zeng Lei Zhang SupR 23 86 0 27 Mar 2022
RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-Resolution Z. Geng Luming Liang Tianyu Ding Ilya Zharkov 9 67 0 27 Mar 2022
Transformer-empowered Multi-scale Contextual Matching and Aggregation for Multi-contrast MRI Super-resolution Guangyuan Li Jun Lv Yapeng Tian Qingyu Dou Chengyan Wang Chenliang Xu Jing Qin MedIm 19 57 0 26 Mar 2022
Give Me Your Attention: Dot-Product Attention Considered Harmful for Adversarial Patch Robustness Giulio Lovisotto Nicole Finnie Mauricio Muñoz Chaithanya Kumar Mummadi J. H. Metzen AAML ViT 17 32 0 25 Mar 2022
HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction Zalan Fabian Berk Tinaz Mahdi Soltanolkotabi 25 50 0 15 Mar 2022
Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs Xiaohan Ding X. Zhang Yi Zhou Jungong Han Guiguang Ding Jian-jun Sun VLM 34 522 0 13 Mar 2022
Joint CNN and Transformer Network via weakly supervised Learning for efficient crowd counting Fusen Wang Kai Liu Fei Long Nong Sang Xiaofeng Xia J. Sang ViT 25 19 0 12 Mar 2022
Adaptive Cross-Layer Attention for Image Restoration Yancheng Wang N. Xu Yingzhen Yang 15 3 0 04 Mar 2022
Spatio-temporal Vision Transformer for Super-resolution Microscopy Charles N Christensen M. Lu Edward N. Ward Pietro Lio' C. Kaminski 11 8 0 28 Feb 2022
SUNet: Swin Transformer UNet for Image Denoising Chi-Mao Fan Tsung-Jung Liu Kuan-Hsien Liu ViT 22 111 0 28 Feb 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 142 360 0 24 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 18 52 0 03 Jan 2022
Detail-Preserving Transformer for Light Field Image Super-Resolution Shunzhou Wang Tianfei Zhou Yao Lu Huijun Di ViT 6 95 0 02 Jan 2022
Improving Image Restoration by Revisiting Global Information Aggregation Xiaojie Chu Liangyu Chen Chengpeng Chen Xin Lu 15 86 0 08 Dec 2021
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions Jeya Maria Jose Valanarasu R. Yasarla Vishal M. Patel ViT 34 274 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 13 57 0 28 Nov 2021
Learning A 3D-CNN and Transformer Prior for Hyperspectral Image Super-Resolution Qing Ma Junjun Jiang Xianming Liu Jiayi Ma ViT 16 51 0 27 Nov 2021
AdaDM: Enabling Normalization for Image Super-Resolution Jie Liu Jie Tang Gangshan Wu 19 11 0 27 Nov 2021
Video Frame Interpolation Transformer Zhihao Shi Xiangyu Xu Xiaohong Liu Jun Chen Ming-Hsuan Yang ViT 9 154 0 27 Nov 2021
SWAT: Spatial Structure Within and Among Tokens Kumara Kahatapitiya Michael S. Ryoo 12 6 0 26 Nov 2021
Intriguing Findings of Frequency Selection for Image Deblurring Xintian Mao Yiming Liu Fengze Liu Qingli Li Wei Shen Yan Wang 30 144 0 23 Nov 2021
P2T: Pyramid Pooling Transformer for Scene Understanding Yu-Huan Wu Yun-Hai Liu Xin Zhan Mingg-Ming Cheng ViT 13 218 0 22 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 38 8 0 05 Jun 2021
GhostSR: Learning Ghost Features for Efficient Image Super-Resolution Ying Nie Kai Han Zhenhua Liu Chunjing Xu Yunhe Wang OOD 33 22 0 21 Jan 2021
Lightweight Image Super-Resolution with Information Multi-distillation Network Zheng Hui Xinbo Gao Yunchu Yang Xiumei Wang SupR 63 862 0 26 Sep 2019
Non-Local Recurrent Network for Image Restoration Ding Liu B. Wen Yuchen Fan Chen Change Loy Thomas S. Huang SupR 129 624 0 07 Jun 2018