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
SSH-Net: A Self-Supervised and Hybrid Network for Noisy Image Watermark Removal Wenyang Liu Jianjun Gao Kim-Hui Yap 31 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 47 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 32 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 32 0 0 04 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 23 0 0 03 May 2025
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture V. Frants S. Agaian K. Panetta Peter Huang 30 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 58 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 58 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 29 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 62 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 59 0 0 24 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
$NTIRE 2025 Challenge on Image Super-Resolution ($\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 53 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 32 0 0 18 Apr 2025
A GAN-Enhanced Deep Learning Framework for Rooftop Detection from Historical Aerial Imagery Pengyu Chen Sicheng Wang Cuizhen Wang Senrong Wang Beiao Huang Lu Huang Zhe Zang 27 0 0 29 Mar 2025
Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures Tim Seizinger Florin-Alexandru Vasluianu Marcos V. Conde Zongwei Wu Radu Timofte 44 0 0 20 Mar 2025
CTSR: Controllable Fidelity-Realness Trade-off Distillation for Real-World Image Super Resolution Runyi Li Bin Chen Jian Andrew Zhang Radu Timofte SupR 53 0 0 18 Mar 2025
Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality Assumption Du Chen Tianhe Wu Kede Ma Lei Zhang 31 2 0 14 Mar 2025
Lightweight Hypercomplex MRI Reconstruction: A Generalized Kronecker-Parameterized Approach H. Zhang Jiahao Huang Yinzhe Wu Congren Dai Fanwen Wang Zhenxuan Zhang Guang Yang 58 0 0 13 Mar 2025
Hybrid Agents for Image Restoration Bingchen Li X. Li Yiting Lu Zhibo Chen 77 1 0 13 Mar 2025
CATANet: Efficient Content-Aware Token Aggregation for Lightweight Image Super-Resolution Xin Liu Jie Liu J. Tang Gangshan Wu SupR ViT 54 0 0 10 Mar 2025
GM-MoE: Low-Light Enhancement with Gated-Mechanism Mixture-of-Experts Minwen Liao Hao Bo Dong Xinyi Wang Ziyang Yan Yihua Shao MoE DiffM 56 0 0 10 Mar 2025
Pixel to Gaussian: Ultra-Fast Continuous Super-Resolution with 2D Gaussian Modeling Long Peng Anran Wu W. J. Li Peizhe Xia Xueyuan Dai ... Haoze Sun Renjing Pei Yang Wang Yang Cao Zheng-jun Zha 42 2 0 09 Mar 2025
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior Xianjie Liu Keren Fu Qijun Zhao MDE 52 0 0 08 Mar 2025
Generalizable Image Repair for Robust Visual Autonomous Racing Carson Sobolewski Zhenjiang Mao Kshitij Vejre Ivan Ruchkin 50 0 0 07 Mar 2025
Scale-Invariant Adversarial Attack against Arbitrary-scale Super-resolution Yihao Huang Xin Luo Qing Guo Felix Juefei-Xu Xiaojun Jia Weikai Miao G. Pu Yang Liu 48 1 0 06 Mar 2025
SEE: See Everything Every Time -- Adaptive Brightness Adjustment for Broad Light Range Images via Events Yunfan Lu Xiaogang Xu Hao Lu Yanlin Qian Pengteng Li ... Bin Yang Junyi Li Qianyi Cai Weiyu Guo Hui Xiong 31 0 0 28 Feb 2025
Infrared Image Super-Resolution: Systematic Review, and Future Trends Y. Huang Tomo Miyazaki Xiao-Fang Liu S. Omachi SupR 77 10 0 21 Feb 2025
Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration Kang Liao Zongsheng Yue Zhouxia Wang Chen Change Loy 60 3 0 20 Feb 2025
A Physics-Informed Deep Learning Model for MRI Brain Motion Correction Mojtaba Safari Shansong Wang Zach Eidex Richard L. J. Qiu Chih-Wei Chang D. Yu Xiaofeng Yang 80 0 0 13 Feb 2025
A Comprehensive Survey on Image Signal Processing Approaches for Low-Illumination Image Enhancement Muhammad Turab 47 0 0 09 Feb 2025
CausalSR: Structural Causal Model-Driven Super-Resolution with Counterfactual Inference Zhengyang Lu Bingjie Lu Feng Wang 26 3 0 28 Jan 2025
INDIGO+: A Unified INN-Guided Probabilistic Diffusion Algorithm for Blind and Non-Blind Image Restoration Di You P. Dragotti DiffM 35 1 0 23 Jan 2025
NeurOp-Diff:Continuous Remote Sensing Image Super-Resolution via Neural Operator Diffusion Zihao Xu Yuzhi Tang Bowen Xu Qingquan Li DiffM 50 0 0 20 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 95 16 0 17 Jan 2025
Geometric Distortion Guided Transformer for Omnidirectional Image Super-Resolution Cuixin Yang Rongkang Dong Jun Xiao Cong Zhang Kin-Man Lam Fei Zhou Guoping Qiu 79 1 0 17 Jan 2025
HyFusion: Enhanced Reception Field Transformer for Hyperspectral Image Fusion Chia-Ming Lee Yu-Fan Lin Yu-Hao Ho Li-Wei Kang Chih-Chung Hsu 36 0 0 08 Jan 2025
Passive Non-Line-of-Sight Imaging with Light Transport Modulation Jiarui Zhang Ruixu Geng Xiaolong Du Yan Chen Houqiang Li Yang Hu 56 0 0 03 Jan 2025
Semantics Prompting Data-Free Quantization for Low-Bit Vision Transformers Yunshan Zhong Yuyao Zhou Yuxin Zhang Shen Li Yong Li Fei Chao Zhanpeng Zeng Rongrong Ji MQ 89 0 0 31 Dec 2024
Complementary Advantages: Exploiting Cross-Field Frequency Correlation for NIR-Assisted Image Denoising Y. Wang Hongyuan Wang Lizhi Wang X. Wang Lin Zhu Wanxuan Lu Hua Huang 82 1 0 21 Dec 2024
EmojiDiff: Advanced Facial Expression Control with High Identity Preservation in Portrait Generation Liangwei Jiang Ruida Li Zhifeng Zhang Shuo Fang Chenguang Ma DiffM 72 1 0 02 Dec 2024
Auto-Encoded Supervision for Perceptual Image Super-Resolution MinKyu Lee Sangeek Hyun Woojin Jun Jae-Pil Heo SupR 89 0 0 28 Nov 2024
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 89 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 87 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 116 12 0 22 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
Decoupling Fine Detail and Global Geometry for Compressed Depth Map Super-Resolution Huan Zheng Wencheng Han Jianbing Shen 65 1 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