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
A Unified Conditional Framework for Diffusion-based Image Restoration Y. Zhang Xiaoyu Shi Dasong Li Xiaogang Wang Jian Wang Hongsheng Li DiffM 12 22 0 31 May 2023
High-Similarity-Pass Attention for Single Image Super-Resolution Jianmei Su Min Gan Ieee Guang-Yong Chen Senior Member Wenzhong Guo F. I. C. L. Philip Chen 21 16 0 25 May 2023
Networks are Slacking Off: Understanding Generalization Problem in Image Deraining Jinjin Gu Xianzheng Ma Xiangtao Kong Yu Qiao Chao Dong 18 12 0 24 May 2023
Efficient Mixed Transformer for Single Image Super-Resolution Ling Zheng Jinchen Zhu Jinpeng Shi Shizhuang Weng 29 19 0 19 May 2023
Exploiting Diffusion Prior for Real-World Image Super-Resolution Jianyi Wang Zongsheng Yue Shangchen Zhou Kelvin C. K. Chan Chen Change Loy 26 275 0 11 May 2023
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration Huiyu Gao J. Yang Ying Zhang Ning Wang Jing Yang Depeng Dang 19 18 0 09 May 2023
A Vision Transformer Approach for Efficient Near-Field Irregular SAR Super-Resolution Rulin Shao Jinfeng Yi Pin-Yu Chen Cho-Jui Hsieh 4 12 0 03 May 2023
RViDeformer: Efficient Raw Video Denoising Transformer with a Larger Benchmark Dataset Huanjing Yue Cong Cao Lei Liao Jingyu Yang ViT 39 6 0 01 May 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 24 13 0 25 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 14 24 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 17 14 0 14 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 13 11 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 16 11 0 13 Apr 2023
High Dynamic Range Imaging with Context-aware Transformer Fangfang Zhou Dan Zhang Zhengming Fu ViT 14 15 0 10 Apr 2023
Local-Global Temporal Difference Learning for Satellite Video Super-Resolution Yi Xiao Qiangqiang Yuan Kui Jiang Xianyu Jin Jiang He L. Zhang Chia-Wen Lin SupR 47 77 0 10 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 11 0 0 09 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 18 5 0 06 Apr 2023
Self-Supervised Image Denoising for Real-World Images with Context-aware Transformer Dan Zhang Fangfang Zhou ViT 20 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-Wen Zhang Bo Dai DiffM 22 176 0 03 Apr 2023
CoReFusion: Contrastive Regularized Fusion for Guided Thermal Super-Resolution Aditya Kasliwal Pratinav Seth Sriya Rallabandi Sanchit Singhal 20 10 0 03 Apr 2023
Masked Autoencoders as Image Processors Huiyu Duan Wei Shen Xiongkuo Min Danyang Tu Long Teng Jia Wang Guangtao Zhai ViT 22 11 0 30 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 29 210 0 29 Mar 2023
Learned Image Compression with Mixed Transformer-CNN Architectures Jinming Liu Heming Sun J. Katto 10 217 0 27 Mar 2023
PFT-SSR: Parallax Fusion Transformer for Stereo Image Super-Resolution Hansheng Guo Juncheng Li Guangwei Gao Zhi Li T. Zeng ViT 11 12 0 24 Mar 2023
MSFA-Frequency-Aware Transformer for Hyperspectral Images Demosaicing Haijin Zeng Kai Feng Shaoguang Huang Jiezhang Cao Yongyong Chen Hongyan Zhang H. Luong Wilfried Philips 13 1 0 23 Mar 2023
A High-Frequency Focused Network for Lightweight Single Image Super-Resolution Xiaotian Weng Yi Chen Zhichao Zheng Yanhui Gu Junsheng Zhou Yudong Zhang 18 0 0 21 Mar 2023
Q-RBSA: High-Resolution 3D EBSD Map Generation Using An Efficient Quaternion Transformer Network Devendra K. Jangid Neal R. Brodnik M. Echlin T. Pollock Samantha Daly B. S. Manjunath 25 7 0 19 Mar 2023
Toward Super-Resolution for Appearance-Based Gaze Estimation Galen O’Shea Majid Komeili SupR 17 3 0 17 Mar 2023
CoT-MISR:Marrying Convolution and Transformer for Multi-Image Super-Resolution Mingming Xiu Yang Nie Qing-Huang Song Chun Liu SupR ViT 19 1 0 12 Mar 2023
LIT-Former: Linking In-plane and Through-plane Transformers for Simultaneous CT Image Denoising and Deblurring Zhihao Chen Chuang Niu Qi Gao Ge Wang Hongming Shan MedIm ViT 3DV 23 19 0 21 Feb 2023
Simulating analogue film damage to analyse and improve artefact restoration on high-resolution scans D. Ivanova John Williamson Paul Henderson 6 2 0 20 Feb 2023
Towards Geospatial Foundation Models via Continual Pretraining Matías Mendieta Boran Han Xingjian Shi Yi Zhu Chen Chen VLM AI4CE 36 63 0 09 Feb 2023
ShadowFormer: Global Context Helps Image Shadow Removal Lanqing Guo Siyu Huang Dingshuo Liu Hao Cheng B. Wen ViT 34 45 0 03 Feb 2023
DLGSANet: Lightweight Dynamic Local and Global Self-Attention Networks for Image Super-Resolution Xiang Li Jin-shan Pan Jinhui Tang Jiangxin Dong 37 28 0 05 Jan 2023
CDDFuse: Correlation-Driven Dual-Branch Feature Decomposition for Multi-Modality Image Fusion Zixiang Zhao Hao Bai Jiangshe Zhang Yulun Zhang Shuang Xu Zudi Lin Radu Timofte Luc Van Gool 20 303 0 26 Nov 2022
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation Seungcheol Park Young-Su Moon N. Cho 9 32 0 24 Nov 2022
UniFormerV2: Spatiotemporal Learning by Arming Image ViTs with Video UniFormer Kunchang Li Yali Wang Yinan He Yizhuo Li Yi Wang Limin Wang Yu Qiao ViT 18 106 0 17 Nov 2022
Single Image Super-Resolution Using Lightweight Networks Based on Swin Transformer Bolong Zhang Juan Chen Q. Wen ViT 17 1 0 20 Oct 2022
Masked Autoencoders for Low dose CT denoising Dayang Wang Yongshun Xu Shuo Han Hengyong Yu MedIm 17 12 0 10 Oct 2022
Expediting Large-Scale Vision Transformer for Dense Prediction without Fine-tuning Weicong Liang Yuhui Yuan Henghui Ding Xiao Luo Weihong Lin Ding Jia Zheng-Wei Zhang Chao Zhang Hanhua Hu 15 25 0 03 Oct 2022
Multi-stage image denoising with the wavelet transform Chunwei Tian Menghua Zheng W. Zuo Bob Zhang Yanning Zhang David C. Zhang 8 228 0 26 Sep 2022
3DFaceShop: Explicitly Controllable 3D-Aware Portrait Generation Junshu Tang Bo Zhang Binxin Yang Ting Zhang Dong Chen Lizhuang Ma Fang Wen 3DH 18 18 0 12 Sep 2022
OAIR: Object-Aware Image Retargeting Using PSO and Aesthetic Quality Assessment Mohammadreza Naderi Mohammad H. Givkashi N. Karimi S. Shirani S. Samavi 11 1 0 11 Sep 2022
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Dafeng Zhang Feiyu Huang Shizhuo Liu Xiaobing Wang Zhezhu Jin 16 88 0 24 Aug 2022
PU-MFA : Point Cloud Up-sampling via Multi-scale Features Attention Hyungjun Lee Sejoon Lim 3DPC 17 4 0 22 Aug 2022
HST: Hierarchical Swin Transformer for Compressed Image Super-resolution B. Li Xin Li Yiting Lu Sen Liu Ruoyu Feng Zhibo Chen 8 33 0 21 Aug 2022
Rain Removal from Light Field Images with 4D Convolution and Multi-scale Gaussian Process Zhiqiang Yuan Jianhua Zhang Yilin Ji G. Pedersen W. Fan 20 17 0 16 Aug 2022
Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models Ozan Özdenizci R. Legenstein DiffM 22 238 0 29 Jul 2022
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-Transformer Hao Li Zhijing Yang Xiaobin Hong Ziying Zhao Junyang Chen Yukai Shi Jin-shan Pan DiffM ViT 31 11 0 28 Jul 2022
Criteria Comparative Learning for Real-scene Image Super-Resolution Yukai Shi Hao Li Senyang Zhang Zhi Yang Xiao Wang SupR 11 14 0 26 Jul 2022