SwinIR: Image Restoration Using Swin Transformer

23 August 2021

Luc Van Gool

Radu Timofte

ViT

ArXiv PDF HTML

Papers citing "SwinIR: Image Restoration Using Swin Transformer"

50 / 1,197 papers shown

Title
Deep sound-field denoiser: optically-measured sound-field denoising using deep neural network K. Ishikawa Daiki Takeuchi Noboru Harada Takehiro Moriya 18 1 0 27 Apr 2023
Optimization-Inspired Cross-Attention Transformer for Compressive Sensing Jie Song Chong Mou Shiqi Wang Siwei Ma Jian Zhang 50 33 0 27 Apr 2023
OPDN: Omnidirectional Position-aware Deformable Network for Omnidirectional Image Super-Resolution Xiaopeng Sun Weiqi Li Zhenyu Zhang Qiufang Ma Xuhan Sheng ... Haoyu Ma Shijie Zhao Jian Zhang Junlin Li Li Zhang MDE SupR 31 12 0 26 Apr 2023
Depth-Relative Self Attention for Monocular Depth Estimation Kyuhong Shim Jiyoung Kim Gusang Lee B. Shim MDE 28 7 0 25 Apr 2023
SwinFSR: Stereo Image Super-Resolution using SwinIR and Frequency Domain Knowledge Ke-Jia Chen Liangyan Li Huan Liu Yunzhe Li Congling Tang Jun Chen 39 14 0 25 Apr 2023
A Plug-and-Play Defensive Perturbation for Copyright Protection of DNN-based Applications Donghua Wang Wen Yao Tingsong Jiang Weien Zhou Lang Lin Xiaoqian Chen AAML 34 4 0 20 Apr 2023
NTIRE 2023 Challenge on Light Field Image Super-Resolution: Dataset, Methods and Results Yingqian Wang Longguang Wang Zhengyu Liang Jung-Mo Yang Radu Timofte Y. Guo 46 39 0 20 Apr 2023
Omni Aggregation Networks for Lightweight Image Super-Resolution Hang Wang Xuanhong Chen Bingbing Ni Yutian Liu Jinfan Liu SupR 29 77 0 20 Apr 2023
A Comparison of Image Denoising Methods Zhaoming Kong Fang Deng Haomin Zhuang Jun Yu Lifang He Xiaowei Yang 42 7 0 18 Apr 2023
Quantum Annealing for Single Image Super-Resolution Han Yao Choong Suryansh Kumar Luc Van Gool 29 3 0 18 Apr 2023
Refusion: Enabling Large-Size Realistic Image Restoration with Latent-Space Diffusion Models Ziwei Luo Fredrik K. Gustafsson Zhengli Zhao Jens Sjölund Thomas B. Schon 30 101 0 17 Apr 2023
Deep-Learning-based Vasculature Extraction for Single-Scan Optical Coherence Tomography Angiography Jinpeng Liao Tianyu Zhang Yilong Zhang Chunhui Li Zhihong Huang 34 0 0 17 Apr 2023
$360$^\circ$ High-Resolution Depth Estimation via Uncertainty-aware Structural Knowledge Transfer$ 360 $^\circ$ High-Resolution Depth Estimation via Uncertainty-aware Structural Knowledge Transfer Zidong Cao Hao Ai Athanasios V. Vasilakos Lin Wang 35 1 0 17 Apr 2023
DIPNet: Efficiency Distillation and Iterative Pruning for Image Super-Resolution Lei Yu Xinpeng Li Youwei Li Ting Jiang Qi Wu Haoqiang Fan Shuaicheng Liu SupR 41 25 0 14 Apr 2023
A Unified HDR Imaging Method with Pixel and Patch Level Qingsen Yan Weiye Chen Song Zhang Yu Zhu Jinqiu Sun Yanning Zhang 24 23 0 14 Apr 2023
SMAE: Few-shot Learning for HDR Deghosting with Saturation-Aware Masked Autoencoders Qingsen Yan Song Zhang Weiye Chen Hao Tang Yu Zhu Jinqiu Sun Luc Van Gool Yanning Zhang 32 14 0 14 Apr 2023
A Comprehensive Comparison of Projections in Omnidirectional Super-Resolution Huicheng Pi Senmao Tian Ming Lu Jiaming Liu Yandong Guo Shunli Zhang SupR 31 1 0 13 Apr 2023
CABM: Content-Aware Bit Mapping for Single Image Super-Resolution Network with Large Input Senmao Tian Ming Lu Jiaming Liu Yandong Guo Yurong Chen Shunli Zhang SupR MQ 27 11 0 13 Apr 2023
Zoom-VQA: Patches, Frames and Clips Integration for Video Quality Assessment Kai Zhao Kun Yuan Ming-Ting Sun Xingsen Wen 25 20 0 13 Apr 2023
DDT: Dual-branch Deformable Transformer for Image Denoising Kangliang Liu Xiangcheng Du Sijie Liu Yingbin Zheng Xingjiao Wu Cheng Jin ViT 16 5 0 13 Apr 2023
EWT: Efficient Wavelet-Transformer for Single Image Denoising Juncheng Li Bodong Cheng Ying-Cong Chen Guangwei Gao T. Zeng ViT 32 23 0 13 Apr 2023
Cross-View Hierarchy Network for Stereo Image Super-Resolution Wenbin Zou Hong-xia Gao Liang Chen Yunchen Zhang Mingchao Jiang Zhongxin Yu Ming Tan SupR 41 11 0 13 Apr 2023
High Dynamic Range Imaging with Context-aware Transformer Fangfang Zhou Dan Zhang Zhengming Fu ViT 37 16 0 10 Apr 2023
Local-Global Temporal Difference Learning for Satellite Video Super-Resolution Yi Xiao Qiangqiang Yuan Kui Jiang Xianyu Jin Jiang He Lefei Zhang Chia-Wen Lin SupR 61 80 0 10 Apr 2023
ForamViT-GAN: Exploring New Paradigms in Deep Learning for Micropaleontological Image Analysis Ivan Ferreira-Chacua A. Koeshidayatullah 41 2 0 09 Apr 2023
Towards Arbitrary-scale Histopathology Image Super-resolution: An Efficient Dual-branch Framework based on Implicit Self-texture Enhancement Linhao Qu Minghong Duan Zhiwei Yang Manning Wang Zhijian Song SupR MedIm 29 0 0 09 Apr 2023
RIDCP: Revitalizing Real Image Dehazing via High-Quality Codebook Priors Ruixia Wu Zheng-Peng Duan Chunle Guo Zhi Chai Chongyi Li 31 85 0 08 Apr 2023
Better "CMOS" Produces Clearer Images: Learning Space-Variant Blur Estimation for Blind Image Super-Resolution Xuhai Chen Jiangning Zhang Chao Xu Yabiao Wang Chengjie Wang Yong-Jin Liu SupR 36 10 0 07 Apr 2023
Towards an Effective and Efficient Transformer for Rain-by-snow Weather Removal Tao Gao Yuanbo Wen Kaihao Zhang Peng Cheng Ting Chen ViT 53 5 0 06 Apr 2023
A Practical Framework for Unsupervised Structure Preservation Medical Image Enhancement Q. H. Cap Atsushi Fukuda Hitoshi Iyatomi MedIm 22 3 0 04 Apr 2023
Exploration of Lightweight Single Image Denoising with Transformers and Truly Fair Training Haram Choi Cheolwoong Na Jinseop S. Kim Jihoon Yang ViT 46 3 0 04 Apr 2023
Self-Supervised Image Denoising for Real-World Images with Context-aware Transformer Dan Zhang Fangfang Zhou ViT 35 54 0 04 Apr 2023
Generative Diffusion Prior for Unified Image Restoration and Enhancement Ben Fei Zhaoyang Lyu Liang Pan Junzhe Zhang Weidong Yang Tian-jian Luo Bo Zhang Bo Dai DiffM 42 177 0 03 Apr 2023
Real-time 6K Image Rescaling with Rate-distortion Optimization Chenyang Qi Xin Yang Ka Leong Cheng Ying-Cong Chen Qifeng Chen 37 9 0 03 Apr 2023
CoReFusion: Contrastive Regularized Fusion for Guided Thermal Super-Resolution Aditya Kasliwal Pratinav Seth Sriya Rallabandi Sanchit Singhal 36 10 0 03 Apr 2023
Tunable Convolutions with Parametric Multi-Loss Optimization Matteo Maggioni T. Tanay F. Babiloni Jingyu Sun Alevs Leonardis 29 3 0 03 Apr 2023
Spectral Enhanced Rectangle Transformer for Hyperspectral Image Denoising Miaoyu Li Ji Liu Ying Fu Yulun Zhang Dejing Dou ViT 15 58 0 03 Apr 2023
Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer Yuang Ai Xiaoqiang Zhou Huaibo Huang Lei Zhang Ran He 43 2 0 31 Mar 2023
Masked Autoencoders as Image Processors Huiyu Duan Wei Shen Xiongkuo Min Danyang Tu Long Teng Jia Wang Guangtao Zhai ViT 38 11 0 30 Mar 2023
HDR Imaging with Spatially Varying Signal-to-Noise Ratios Yiheng Chi Xingguang Zhang Stanley H. Chan 22 13 0 30 Mar 2023
Cascaded Local Implicit Transformer for Arbitrary-Scale Super-Resolution Haoming Chen Yu-Syuan Xu Minui Hong Yi-Min Tsai Hsien-Kai Kuo Chun-Yi Lee OffRL 44 46 0 29 Mar 2023
Implicit Diffusion Models for Continuous Super-Resolution Sicheng Gao Xuhui Liu Bo-Wen Zeng Sheng Xu Yanjing Li Xiaonan Luo Jianzhuang Liu Xiantong Zhen Baochang Zhang DiffM 50 218 0 29 Mar 2023
Whole-body PET image denoising for reduced acquisition time I. Kruzhilov Stepan Kudin Luka Vetoshkin Elena Sokolova V. Kokh MedIm 29 2 0 28 Mar 2023
SDAT: Sub-Dataset Alternation Training for Improved Image Demosaicing Yuval Becker R. Nossek Tomer Peleg 30 1 0 28 Mar 2023
OmniAvatar: Geometry-Guided Controllable 3D Head Synthesis Hongyi Xu Guoxian Song Zihang Jiang Jianfeng Zhang Yichun Shi Jing Liu Wan-Chun Ma Jiashi Feng Linjie Luo 40 27 0 27 Mar 2023
Learned Image Compression with Mixed Transformer-CNN Architectures Jinming Liu Heming Sun J. Katto 22 225 0 27 Mar 2023
Spatially Adaptive Self-Supervised Learning for Real-World Image Denoising Junyi Li Zhilu Zhang Xiaoyu Liu Chaoyu Feng Xiaotao Wang Lei Lei W. Zuo 27 38 0 27 Mar 2023
Toward DNN of LUTs: Learning Efficient Image Restoration with Multiple Look-Up Tables Jiacheng Li C. Chen Zhen Cheng Zhiwei Xiong 36 10 0 25 Mar 2023
Incorporating Transformer Designs into Convolutions for Lightweight Image Super-Resolution Gang Wu Junjun Jiang Yuanchao Bai Xianming Liu SupR ViT 33 6 0 25 Mar 2023
DisC-Diff: Disentangled Conditional Diffusion Model for Multi-Contrast MRI Super-Resolution Ye Mao Lan Jiang Xi Chen Chao Li DiffM MedIm 80 29 0 24 Mar 2023