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
RepSR: Training Efficient VGG-style Super-Resolution Networks with Structural Re-Parameterization and Batch Normalization Xintao Wang Chao Dong Ying Shan 24 48 0 11 May 2022
A Closer Look at Blind Super-Resolution: Degradation Models, Baselines, and Performance Upper Bounds Wenlong Zhang Guangyuan Shi Yihao Liu Chao Dong Xiao-Ming Wu 30 22 0 10 May 2022
Shadow-Aware Dynamic Convolution for Shadow Removal Yimin Xu Mingbao Lin Hong-Taek Yang Rongrong Ji Rongrong Ji 38 19 0 10 May 2022
Activating More Pixels in Image Super-Resolution Transformer Xiangyu Chen Xintao Wang Jiantao Zhou Yu Qiao Chao Dong ViT 79 601 0 09 May 2022
Adversarial Distortion Learning for Medical Image Denoising Morteza Ghahremani Mohammad Khateri Alejandra Sierra Jussi Tohka MedIm 27 14 0 29 Apr 2022
Learning Adaptive Warping for Real-World Rolling Shutter Correction Ming Cao Zhihang Zhong Jiahao Wang Yinqiang Zheng Yujiu Yang 15 17 0 29 Apr 2022
Lightweight Bimodal Network for Single-Image Super-Resolution via Symmetric CNN and Recursive Transformer Guangwei Gao ziqi wang Juncheng Li Wenjie Li Yi Yu T. Zeng SupR 35 93 0 28 Apr 2022
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer Shahaf Ettedgui Shady Abu Hussein Raja Giryes 29 16 0 25 Apr 2022
High-Efficiency Lossy Image Coding Through Adaptive Neighborhood Information Aggregation Ming Lu Fangdong Chen Shiliang Pu Zhan Ma 37 44 0 25 Apr 2022
SwinFuse: A Residual Swin Transformer Fusion Network for Infrared and Visible Images Zhishe Wang Yanlin Chen Wenyu Shao Hui Li Lei Zhang ViT 22 92 0 25 Apr 2022
DRT: A Lightweight Single Image Deraining Recursive Transformer Yuan Liang Saeed Anwar Yang Liu ViT 14 48 0 25 Apr 2022
Deep Model-Based Super-Resolution with Non-uniform Blur Charles Laroche Andrés Almansa Matias Tassano SupR 34 11 0 21 Apr 2022
Learn from Unpaired Data for Image Restoration: A Variational Bayes Approach Dihan Zheng Xiaowen Zhang Kaisheng Ma Chenglong Bao DiffM 23 22 0 21 Apr 2022
Progressive Training of A Two-Stage Framework for Video Restoration Mei Zheng Qunliang Xing Minglang Qiao Mai Xu Lai Jiang Huaida Liu Ying Chen 38 9 0 21 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 36 33 0 20 Apr 2022
NTIRE 2022 Challenge on Stereo Image Super-Resolution: Methods and Results Longguang Wang Yulan Guo Yingqian Wang Juncheng Li Shuhang Gu Radu Timofte SupR 20 34 0 20 Apr 2022
MANIQA: Multi-dimension Attention Network for No-Reference Image Quality Assessment Sidi Yang Tianhe Wu Shu Shi Shanshan Lao S. Gong Ming Cao Jiahao Wang Yujiu Yang 28 300 0 19 Apr 2022
Self-Calibrated Efficient Transformer for Lightweight Super-Resolution Wenbin Zou Tian-Chun Ye Weixin Zheng Yunchen Zhang Liang Chen Yi Wu ViT 28 35 0 19 Apr 2022
NAFSSR: Stereo Image Super-Resolution Using NAFNet Xiaojie Chu Liangyu Chen Wenqing Yu SupR 14 115 0 19 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 36 80 0 19 Apr 2022
Fast and Memory-Efficient Network Towards Efficient Image Super-Resolution Zongcai Du Ding Liu Jie Liu Jie Tang Gangshan Wu Lean Fu SupR 29 54 0 18 Apr 2022
BSRT: Improving Burst Super-Resolution with Swin Transformer and Flow-Guided Deformable Alignment Ziwei Luo Youwei Li Shuyang Cheng Lei Yu Qi Wu Zhihong Wen Haoqiang Fan Jian Sun Shuaicheng Liu ViT 26 44 0 18 Apr 2022
VDTR: Video Deblurring with Transformer Ming Cao Yanbo Fan Yong Zhang Jue Wang Yujiu Yang ViT 18 37 0 17 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 19 171 0 17 Apr 2022
Residual Swin Transformer Channel Attention Network for Image Demosaicing W. Xing K. Egiazarian ViT 19 14 0 14 Apr 2022
Simple Baselines for Image Restoration Liangyu Chen Xiaojie Chu Xinming Zhang Jian Sun 53 835 0 10 Apr 2022
Total Variation Optimization Layers for Computer Vision Raymond A. Yeh Yuan-Ting Hu Zhongzheng Ren A. Schwing 14 13 0 07 Apr 2022
Learning Local and Global Temporal Contexts for Video Semantic Segmentation Guolei Sun Yun Liu Henghui Ding Min Wu Luc Van Gool 30 32 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
Bringing Old Films Back to Life Bo Liu Bo Zhang Dongdong Chen Jing Liao ViT VGen 19 42 0 31 Mar 2022
FlowFormer: A Transformer Architecture for Optical Flow Zhaoyang Huang Xiaoyu Shi Chao Zhang Qiang Wang Ka Chun Cheung Hongwei Qin Jifeng Dai Hongsheng Li ViT 35 270 0 30 Mar 2022
MatteFormer: Transformer-Based Image Matting via Prior-Tokens Gyutae Park S. Son Jaeyoung Yoo Seho Kim Nojun Kwak ViT 27 65 0 29 Mar 2022
Cross-Modality High-Frequency Transformer for MR Image Super-Resolution Chaowei Fang Di Zhang Liang Wang Yulun Zhang Lechao Cheng Junwei Han ViT MedIm 21 46 0 29 Mar 2022
Differentiable Microscopy for Content and Task Aware Compressive Fluorescence Imaging Udith Haputhanthri A. Seeber D. Wadduwage MedIm 11 2 0 28 Mar 2022
Efficient and Degradation-Adaptive Network for Real-World Image Super-Resolution Jie Liang Huiyu Zeng Lei Zhang SupR 30 87 0 27 Mar 2022
RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-Resolution Z. Geng Luming Liang Tianyu Ding Ilya Zharkov 29 69 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 26 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 30 32 0 25 Mar 2022
Practical Blind Image Denoising via Swin-Conv-UNet and Data Synthesis Peng Sun Yawei Li Christos Sakaridis Jingyun Liang Yulun Zhang H. Tang Deng-Ping Fan Radu Timofte Luc Van Gool OOD 30 123 0 24 Mar 2022
MR Image Denoising and Super-Resolution Using Regularized Reverse Diffusion Hyungjin Chung Eunha Lee Jong Chul Ye DiffM MedIm 33 112 0 23 Mar 2022
CRISPnet: Color Rendition ISP Net Matheus Souza Wolfgang Heidrich 19 2 0 20 Mar 2022
HIPA: Hierarchical Patch Transformer for Single Image Super Resolution Qing Cai Yiming Qian Jinxing Li Junjie Lv Yee-Hong Yang Feng Wu Dafan Zhang 25 28 0 19 Mar 2022
Details or Artifacts: A Locally Discriminative Learning Approach to Realistic Image Super-Resolution Jie Liang Huiyu Zeng Lei Zhang GAN OffRL 30 137 0 17 Mar 2022
Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations? Y. Fu Shunyao Zhang Shan-Hung Wu Cheng Wan Yingyan Lin AAML 23 64 0 16 Mar 2022
HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction Zalan Fabian Berk Tinaz Mahdi Soltanolkotabi 33 50 0 15 Mar 2022
Enriched CNN-Transformer Feature Aggregation Networks for Super-Resolution Jinsu Yoo Taehoon Kim Sihaeng Lee Seunghyeon Kim H. Lee Tae Hyun Kim SupR ViT 31 51 0 15 Mar 2022
STDAN: Deformable Attention Network for Space-Time Video Super-Resolution Hai Wang Xiaoyu Xiang Yapeng Tian Wenming Yang Q. Liao AI4TS 34 13 0 14 Mar 2022
Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs Xiaohan Ding Xinming Zhang Yi Zhou Jungong Han Guiguang Ding Jian Sun VLM 49 528 0 13 Mar 2022
Efficient Long-Range Attention Network for Image Super-resolution Xindong Zhang Huiyu Zeng Shi Guo Lei Zhang ViT 19 276 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 40 19 0 12 Mar 2022