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
AdaFortiTran: An Adaptive Transformer Model for Robust OFDM Channel Estimation Berkay Guler Hamid Jafarkhani 16 1 0 14 May 2025
DHECA-SuperGaze: Dual Head-Eye Cross-Attention and Super-Resolution for Unconstrained Gaze Estimation Franko Šikić Donik Vršnak Sven Lončarić 24 0 0 13 May 2025
Semantic-Guided Diffusion Model for Single-Step Image Super-Resolution Zihang Liu Zhenyu Zhang Hao Tang 29 0 0 11 May 2025
Toward Advancing License Plate Super-Resolution in Real-World Scenarios: A Dataset and Benchmark Valfride Nascimento Gabriel E. Lima Rafael O. Ribeiro William Robson Schwartz Rayson Laroca David Menotti 21 0 0 09 May 2025
PRE-Mamba: A 4D State Space Model for Ultra-High-Frequent Event Camera Deraining Ciyu Ruan Ruishan Guo Zihang Gong J. Xu Wenhan Yang Xinlei Chen Mamba 67 0 0 08 May 2025
SSH-Net: A Self-Supervised and Hybrid Network for Noisy Image Watermark Removal Wenyang Liu Jianjun Gao Kim-Hui Yap 40 0 0 08 May 2025
Score-based Self-supervised MRI Denoising Jiachen Tu Yaokun Shi Fan Lam DiffM 55 2 0 08 May 2025
Augmented Deep Contexts for Spatially Embedded Video Coding Yifan Bian Chuanbo Tang L. Li Dong Liu 44 0 0 08 May 2025
EAM: Enhancing Anything with Diffusion Transformers for Blind Super-Resolution Haizhen Xie Kunpeng Du Qiangyu Yan Sen Lu Jianhong Han Hanting Chen Hailin Hu Jie Hu 53 0 0 08 May 2025
Joint Super-Resolution and Segmentation for 1-m Impervious Surface Area Mapping in China's Yangtze River Economic Belt Jie Deng Danfeng Hong Chenyu Li Naoto Yokoya 42 0 0 08 May 2025
Optimization of Module Transferability in Single Image Super-Resolution: Universality Assessment and Cycle Residual Blocks Haotong Cheng Zhiqi Zhang Hao Li X. Zhang SupR 49 0 0 06 May 2025
Multi-View Learning with Context-Guided Receptance for Image Denoising Binghong Chen Tingting Chai Wei Jiang Yuanrong Xu Guanglu Zhou Xiangqian Wu 48 0 0 05 May 2025
Enhancing Lidar Point Cloud Sampling via Colorization and Super-Resolution of Lidar Imagery Sier Ha Honghao Du Xianjia Yu Tomi Westerlund 3DPC 42 0 0 04 May 2025
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture V. Frants S. Agaian K. Panetta Peter Huang 41 0 0 03 May 2025
Multi-Scale Target-Aware Representation Learning for Fundus Image Enhancement Haofan Wu Yin Huang Yuqing Wu Qiuyu Yang Bingfang Wang ... Abdul Fattah Memon Daizong Ji Y. Zhang Ghulam Mustafa Yin Fang MedIm 28 0 0 03 May 2025
Quaternion Wavelet-Conditioned Diffusion Models for Image Super-Resolution Luigi Sigillo Christian Bianchi A. Uncini Danilo Comminiello 46 0 0 01 May 2025
GuideSR: Rethinking Guidance for One-Step High-Fidelity Diffusion-Based Super-Resolution Aditya Arora Z. Tu Y. Wang Ruizheng Bai Jian Wang Sizhuo Ma DiffM 61 0 0 01 May 2025
DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration H. Wang Jing Zhang Haonan Guo Di Wang Jiayi Ma Bo Du 63 0 0 30 Apr 2025
Frequency-Integrated Transformer for Arbitrary-Scale Super-Resolution X. Wang Fei Ge Jinchen Zhu M. Zhang Qi Wu Jifeng Ren Shizhuang Weng 38 0 0 26 Apr 2025
Augmenting Perceptual Super-Resolution via Image Quality Predictors Fengjia Zhang Samrudhdhi B. Rangrej Tristan Aumentado-Armstrong Afsaneh Fazly Alex Levinshtein SupR 72 0 0 25 Apr 2025
Dual Prompting Image Restoration with Diffusion Transformers Dehong Kong Fan Li Zhixin Wang Jiaqi Xu Renjing Pei W. J. Li Wenqi Ren DiffM 66 0 0 24 Apr 2025
RouteWinFormer: A Route-Window Transformer for Middle-range Attention in Image Restoration Qifan Li Tianyi Liang Xingtao Wang Xiaopeng Fan ViT 33 0 0 23 Apr 2025
Unwarping Screen Content Images via Structure-texture Enhancement Network and Transformation Self-estimation Zhenzhen Xiao Heng Liu Bingwen Hu 24 0 0 21 Apr 2025
NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: KwaiSR Dataset and Study Xin Li Xijun Wang Bingchen Li Kun Yuan Yizhen Shao Suhang Yao Ming-Ting Sun Chao Zhou Radu Timofte Zhibo Chen 43 3 0 21 Apr 2025
Acquire and then Adapt: Squeezing out Text-to-Image Model for Image Restoration Junyuan Deng Xinyi Wu Yongxing Yang Congchao Zhu Song Wang Zhenyao Wu 36 0 0 21 Apr 2025
NTIRE 2025 Challenge on Real-World Face Restoration: Methods and Results Zheng Chen J. Wang Kai Liu Jue Gong Lei Sun ... J. Lee C. Lee Chih-Chung Hsu Hu Peng Chunming He 61 2 0 20 Apr 2025
$NTIRE 2025 Challenge on Image Super-Resolution ($\times$4): Methods and Results$ NTIRE 2025 Challenge on Image Super-Resolution ( $\times$ 4): Methods and Results Zheng Chen Kai Liu Jue Gong J. Wang Lei Sun ... Prashant Patil Santosh Kumar Vipparthi Subrahmanyam Murala Bilel Benjdira Anas M. Ali SupR 133 0 0 20 Apr 2025
AnyTSR: Any-Scale Thermal Super-Resolution for UAV Mengyuan Li Changhong Fu Ziyu Lu Zijie Zhang Haobo Zuo L. Yao 34 0 0 18 Apr 2025
Towards Scale-Aware Low-Light Enhancement via Structure-Guided Transformer Design Wei Dong Yan Min Han Zhou Jun Chen ViT 35 0 0 18 Apr 2025
TTRD3: Texture Transfer Residual Denoising Dual Diffusion Model for Remote Sensing Image Super-Resolution Yide Liu Haijiang Sun Xiaowen Zhang Qiaoyuan Liu Zhouchang Chen Chongzhuo Xiao DiffM 37 0 0 17 Apr 2025
NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results Xin Li Yeying Jin Xin Jin Zongwei Wu Bingchen Li ... Jieyuan Pei Z. Li J. Wang Haoyu Bian Haoran Sun 56 5 0 17 Apr 2025
NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: Methods and Results Xin Li Kun Yuan B. Li Fengbin Guan Yizhen Shao ... Guohua Zhang Z. Huang Y. Deng Qingmiao Jiang Lu Chen 55 7 0 17 Apr 2025
Multiscale Tensor Summation Factorization as a New Neural Network Layer (MTS Layer) for Multidimensional Data Processing Mehmet Yamaç Muhammad Numan Yousaf S. Kiranyaz M. Gabbouj 28 1 0 17 Apr 2025
The Tenth NTIRE 2025 Image Denoising Challenge Report Lei-huan Sun Hang Guo Bin Ren Luc Van Gool Radu Timofte ... Kun Li Shengeng Tang Y. Zhang Weirun Zhou Haoxuan Lu 3DGS 41 7 0 16 Apr 2025
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results Lei Sun Andrea Alfarano Peiqi Duan Shaolin Su K. Wang ... Prinon Benny Himanshu Ghunawat B Sri Sairam Gautam Anett Varghese Abhishek Yadav SupR 61 5 0 16 Apr 2025
DAAF:Degradation-Aware Adaptive Fusion Framework for Robust Infrared and Visible Images Fusion Tianpei Zhang Jufeng Zhao Yiming Zhu Guangmang Cui Yuxin Jing Yuhan Lyu 27 0 0 15 Apr 2025
Efficient Medical Image Restoration via Reliability Guided Learning in Frequency Domain Pengcheng Zheng Kecheng Chen Jiaxin Huang Bohao Chen Ju Liu Yazhou Ren X. Pu MedIm 26 0 0 15 Apr 2025
An Efficient and Mixed Heterogeneous Model for Image Restoration Yubin Gu Yuan Meng Kaihang Zheng Xiaoshuai Sun Jiayi Ji Weijian Ruan Liujuan Cao Rongrong Ji 25 0 0 15 Apr 2025
Rainy: Unlocking Satellite Calibration for Deep Learning in Precipitation Zhenyu Yu Hanqing Chen Mohd Yamani Idna Idris Pei Wang 31 0 0 15 Apr 2025
Digital Staining with Knowledge Distillation: A Unified Framework for Unpaired and Paired-But-Misaligned Data Ziwang Xu Lanqing Guo Satoshi Tsutsui Shuyan Zhang Alex C. Kot Bihan Wen 35 0 0 14 Apr 2025
VibrantLeaves: A principled parametric image generator for training deep restoration models Raphaël Achddou Y. Gousseau Saïd Ladjal Sabine Süsstrunk 28 0 0 14 Apr 2025
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu Liqiang Nie VLM CLL 41 0 0 14 Apr 2025
Global and Local Mamba Network for Multi-Modality Medical Image Super-Resolution Zexin Ji Beiji Zou Xiaoyan Kui S. Thureau S. Ruan Mamba MedIm 53 0 0 14 Apr 2025
Beyond Degradation Conditions: All-in-One Image Restoration via HOG Transformers Jiawei Wu Zhifei Yang Z. Wang Zhi Jin 22 0 0 12 Apr 2025
ZipIR: Latent Pyramid Diffusion Transformer for High-Resolution Image Restoration Yongsheng Yu Haitian Zheng Zhifei Zhang Jianming Zhang Yuqian Zhou Connelly Barnes Y. Liu Wei Xiong Zhe Lin Jiebo Luo 46 0 0 11 Apr 2025
X-DECODE: EXtreme Deblurring with Curriculum Optimization and Domain Equalization Sushant Gautam Jingdao Chen 24 0 0 10 Apr 2025
Nonlocal Retinex-Based Variational Model and its Deep Unfolding Twin for Low-Light Image Enhancement Daniel Torres Joan Duran Julia Navarro Catalina Sbert 31 0 0 10 Apr 2025
Crafting Query-Aware Selective Attention for Single Image Super-Resolution Junyoung Kim Youngrok Kim Siyeol Jung Donghyun Min 34 0 0 09 Apr 2025
HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance Jiazi Bu Pengyang Ling Yujie Zhou Pan Zhang Tong Wu Xiaoyi Dong Yuhang Zang Y. Cao D. Lin Jiaqi Wang 21 0 0 08 Apr 2025
Content-Aware Transformer for All-in-one Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu ViT 131 0 0 07 Apr 2025