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
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Eduard Zamfir Zongwei Wu Nancy Mehta Yuedong Tan Danda Pani Paudel Yulun Zhang Radu Timofte MoE 91 1 0 27 Nov 2024
GenDeg: Diffusion-based Degradation Synthesis for Generalizable All-In-One Image Restoration Sudarshan Rajagopalan Nithin Gopalakrishnan Nair Jay N. Paranjape Vishal M. Patel DiffM 90 0 0 26 Nov 2024
MambaIRv2: Attentive State Space Restoration Hang Guo Yong Guo Yaohua Zha Yulun Zhang W. J. Li Tao Dai Shu-Tao Xia Yawei Li Mamba 118 12 0 22 Nov 2024
Decoupling Fine Detail and Global Geometry for Compressed Depth Map Super-Resolution Huan Zheng Wencheng Han Jianbing Shen 65 1 0 05 Nov 2024
LDPM: Towards undersampled MRI reconstruction with MR-VAE and Latent Diffusion Prior Xingjian Tang Jingwei Guan Linge Li Youmei Zhang Mengye Lyu Li Yan Li Yan MedIm DiffM 23 0 0 05 Nov 2024
An Intelligent Agentic System for Complex Image Restoration Problems Kaiwen Zhu Jinjin Gu Zhiyuan You Yu Qiao Chao Dong 33 6 0 23 Oct 2024
HASN: Hybrid Attention Separable Network for Efficient Image Super-resolution Weifeng Cao Xiaoyan Lei Jun Shi Wanyong Liang Jie Liu Zongfei Bai SupR 24 0 0 13 Oct 2024
Towards Unsupervised Blind Face Restoration using Diffusion Prior Tianshu Kuai Sina Honari Igor Gilitschenski Alex Levinshtein DiffM 28 0 0 06 Oct 2024
Imaging foundation model for universal enhancement of non-ideal measurement CT Yuxin Liu Rongjun Ge Yuting He Zhan Wu Chenyu You Yuan Gao Chenyu You Ge Wang Yang Chen Shuo Li MedIm 16 2 0 02 Oct 2024
PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions Weifeng Lin Xinyu Wei Renrui Zhang Le Zhuo Shitian Zhao ... Junlin Xie Junlin Xie Yu Qiao Peng Gao Hongsheng Li MLLM DiffM 50 10 0 23 Sep 2024
HSIGene: A Foundation Model For Hyperspectral Image Generation Li Pang Datao Tang Shuang Xu Deyu Meng Xiangyong Cao DiffM 23 11 0 19 Sep 2024
GStex: Per-Primitive Texturing of 2D Gaussian Splatting for Decoupled Appearance and Geometry Modeling Victor Rong Jingxiang Chen Sherwin Bahmani Kiriakos N. Kutulakos David B. Lindell 3DGS 62 2 0 19 Sep 2024
F2former: When Fractional Fourier Meets Deep Wiener Deconvolution and Selective Frequency Transformer for Image Deblurring Subhajit Paul Sahil Kumawat Ashutosh Gupta Deepak Mishra 21 2 0 03 Sep 2024
Attention-Guided Multi-scale Interaction Network for Face Super-Resolution Xujie Wan Wenjie Li Guangwei Gao Huimin Lu Jian Yang Chia-Wen Lin CVBM 34 0 0 01 Sep 2024
Perceive-IR: Learning to Perceive Degradation Better for All-in-One Image Restoration Xu Zhang Jiaqi Ma Guoli Wang Q. Zhang Huan Zhang Lefei Zhang VLM 88 5 0 28 Aug 2024
QMambaBSR: Burst Image Super-Resolution with Query State Space Model Xin Di Long Peng Peizhe Xia Wenbo Li Renjing Pei Yang Cao Yang Wang Zheng-Jun Zha 46 6 0 16 Aug 2024
Content-decoupled Contrastive Learning-based Implicit Degradation Modeling for Blind Image Super-Resolution Jiang Yuan Ji Ma Bo Wang Weiming Hu 30 0 0 10 Aug 2024
Interpreting Low-level Vision Models with Causal Effect Maps Jinfan Hu Jinjin Gu Shiyao Yu Fanghua Yu Zheyuan Li Zhiyuan You Chaochao Lu Chao Dong CML 46 2 0 29 Jul 2024
SwinSF: Image Reconstruction from Spatial-Temporal Spike Streams Liangyan Jiang Chuang Zhu Yanxu Chen 38 2 0 22 Jul 2024
Hierarchical Separable Video Transformer for Snapshot Compressive Imaging Ping Wang Yulun Zhang Lishun Wang Xin Yuan ViT 26 1 0 16 Jul 2024
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution Xiang Zhang Yulun Zhang Fisher Yu 27 15 0 08 Jul 2024
Heterogeneous window transformer for image denoising Chunwei Tian Menghua Zheng Chia-Wen Lin Zhiwu Li David C. Zhang ViT 19 13 0 08 Jul 2024
Linear Attention Based Deep Nonlocal Means Filtering for Multiplicative Noise Removal Xiao Siyao Huang Libing Zhang Shunsheng 33 0 0 06 Jul 2024
DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration Models Chang-Han Yeh Chin-Yang Lin Zhixiang Wang Chi-Wei Hsiao Ting-Hsuan Chen Hau-Shiang Shiu Yu-Lun Liu VGen DiffM 44 5 0 01 Jul 2024
Video Frame Interpolation for Polarization via Swin-Transformer Feng Huang Xin Zhang Yixuan Xu Xuesong Wang Xianyu Wu 24 0 0 17 Jun 2024
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model Di Wang Meiqi Hu Yao Jin Yuchun Miao Jiaqi Yang ... Lefei Zhang Chen Wu Bo Du Dacheng Tao Liangpei Zhang 59 21 0 17 Jun 2024
A Semantic-Aware and Multi-Guided Network for Infrared-Visible Image Fusion Xiaoli Zhang Liying Wang Libo Zhao Xiongfei Li Siwei Ma 26 0 0 11 Jun 2024
Sharing Key Semantics in Transformer Makes Efficient Image Restoration Bin Ren Yawei Li Jingyun Liang Rakesh Ranjan Mengyuan Liu Rita Cucchiara Luc Van Gool Ming-Hsuan Yang N. Sebe 30 3 0 30 May 2024
IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model Y. Huang Tomo Miyazaki Xiaofeng Liu S. Omachi Mamba 48 3 0 16 May 2024
Semantic Guided Large Scale Factor Remote Sensing Image Super-resolution with Generative Diffusion Prior Ce Wang Wanjie Sun DiffM 30 4 0 11 May 2024
Efficient Real-world Image Super-Resolution Via Adaptive Directional Gradient Convolution Long Peng Yang Cao Renjing Pei Wenbo Li Jiaming Guo Xueyang Fu Yang Wang Zheng-Jun Zha 29 12 0 11 May 2024
SSUMamba: Spatial-Spectral Selective State Space Model for Hyperspectral Image Denoising Guanyiman Fu Fengchao Xiong Jianfeng Lu Jun Zhou Mamba 24 19 0 02 May 2024
Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A Survey Guoping Xu Xiaxia Wang Xinglong Wu Xuesong Leng Yongchao Xu 3DPC 32 8 0 02 May 2024
Reference-Free Image Quality Metric for Degradation and Reconstruction Artifacts Han Cui A. D. Goyeneche Efrat Shimron Boyuan Ma Michael Lustig 16 0 0 01 May 2024
ShapeMoiré: Channel-Wise Shape-Guided Network for Image Demoiréing Jinming Cao Sicheng Shen Qiu Zhou Yifang Yin Yangyan Li Roger Zimmermann 33 1 0 28 Apr 2024
PromptCIR: Blind Compressed Image Restoration with Prompt Learning Bingchen Li Xin Li Yiting Lu Ruoyu Feng Mengxi Guo Shijie Zhao Li Zhang Zhibo Chen 30 13 0 26 Apr 2024
Sparse Reconstruction of Optical Doppler Tomography with Alternative State Space Model and Attention Zhenghong Li Jiaxiang Ren Wensheng Cheng C. Du Yingtian Pan Haibin Ling 48 0 0 26 Apr 2024
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimation H. Ateş S. Yildirim B. Gunturk SupR 18 16 0 25 Apr 2024
MambaUIE&SR: Unraveling the Ocean's Secrets with Only 2.8 GFLOPs Zhihao Chen Yiyuan Ge Mamba 20 5 0 22 Apr 2024
Training Transformer Models by Wavelet Losses Improves Quantitative and Visual Performance in Single Image Super-Resolution Cansu Korkmaz A. Murat Tekalp ViT 36 6 0 17 Apr 2024
MTKD: Multi-Teacher Knowledge Distillation for Image Super-Resolution Yuxuan Jiang Chen Feng Fan Zhang David Bull SupR 40 11 0 15 Apr 2024
NIR-Assisted Image Denoising: A Selective Fusion Approach and A Real-World Benchmark Dataset Rongjian Xu Zhilu Zhang Ren-Rong Wu Wangmeng Zuo 41 2 0 12 Apr 2024
Unsupervised Training of Convex Regularizers using Maximum Likelihood Estimation Hongwei Tan Ziruo Cai Marcelo Pereyra Subhadip Mukherjee Junqi Tang Carola-Bibiane Schönlieb SSL 62 1 0 08 Apr 2024
Empowering Image Recovery_ A Multi-Attention Approach Juan Wen Yawei Li Chao Zhang Weiyan Hou Radu Timofte Luc Van Gool 35 0 0 06 Apr 2024
JDEC: JPEG Decoding via Enhanced Continuous Cosine Coefficients Woo Kyoung Han Sunghoon Im Jaedeok Kim Kyong Hwan Jin 20 2 0 03 Apr 2024
GAMA-IR: Global Additive Multidimensional Averaging for Fast Image Restoration Youssef Mansour Reinhard Heckel 21 0 0 31 Mar 2024
DRCT: Saving Image Super-resolution away from Information Bottleneck Chih-Chung Hsu Chia-Ming Lee Yi-Shiuan Chou 24 28 0 31 Mar 2024
IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions Zhijun Tu Kunpeng Du Hanting Chen Hai-lin Wang Wei Li Jie Hu Yunhe Wang ViT 31 4 0 31 Mar 2024
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Huiyu Gao Depeng Dang 32 13 0 29 Mar 2024
Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models Mohammad Shahab Sepehri Zalan Fabian Mahdi Soltanolkotabi 29 5 0 26 Mar 2024