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
LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration Yuang Ai Huaibo Huang Ran He 32 2 0 20 Oct 2024
ControlSR: Taming Diffusion Models for Consistent Real-World Image Super Resolution Yuhao Wan Peng-Tao Jiang Qibin Hou Hao Zhang Jinwei Chen Ming-Ming Cheng Bo Li DiffM 31 1 0 18 Oct 2024
Super-resolving Real-world Image Illumination Enhancement: A New Dataset and A Conditional Diffusion Model Yang Liu Yaofang Liu J. Pan Yuxiang Hui Fan Jia Raymond H. Chan T. Zeng 49 0 0 16 Oct 2024
CTA-Net: A CNN-Transformer Aggregation Network for Improving Multi-Scale Feature Extraction Chunlei Meng Jiacheng Yang Wei Lin Bowen Liu Hongda Zhang chun ouyang Zhongxue Gan ViT 30 2 0 15 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 29 0 0 13 Oct 2024
Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image Restorers Jin Cao Deyu Meng Xiangyong Cao CLL 23 1 0 11 Oct 2024
Tackling the Abstraction and Reasoning Corpus with Vision Transformers: the Importance of 2D Representation, Positions, and Objects Wenhao Li Yudong Xu Scott Sanner Elias Boutros Khalil ViT 36 3 0 08 Oct 2024
AP-LDM: Attentive and Progressive Latent Diffusion Model for Training-Free High-Resolution Image Generation Boyuan Cao Jiaxin Ye Yujie Wei Hongming Shan 34 3 0 08 Oct 2024
ReFIR: Grounding Large Restoration Models with Retrieval Augmentation Hang Guo Tao Dai Zhihao Ouyang Taolin Zhang Yaohua Zha Bin Chen Shu-Tao Xia DiffM 35 5 0 08 Oct 2024
Enhanced Super-Resolution Training via Mimicked Alignment for Real-World Scenes Omar Elezabi Zongwei Wu Radu Timofte CVBM SupR 21 0 0 07 Oct 2024
Learning Efficient and Effective Trajectories for Differential Equation-based Image Restoration Zhiyu Zhu Jinhui Hou Hui Liu Huanqiang Zeng Junhui Hou 40 0 0 07 Oct 2024
Towards Unsupervised Blind Face Restoration using Diffusion Prior Tianshu Kuai Sina Honari Igor Gilitschenski Alex Levinshtein DiffM 38 0 0 06 Oct 2024
AIM 2024 Challenge on Video Super-Resolution Quality Assessment: Methods and Results Ivan Molodetskikh Artem Borisov D. Vatolin Radu Timofte Jianzhao Liu ... Xiongkuo Min Guangtao Zhai Weihua Luo Yupeng Z. Hong Y SupR 48 6 0 05 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 26 2 0 02 Oct 2024
GLMHA A Guided Low-rank Multi-Head Self-Attention for Efficient Image Restoration and Spectral Reconstruction Zaid Ilyas Naveed Akhtar David Suter Syed Zulqarnain Gilani 17 0 0 01 Oct 2024
Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration Guy Ohayon T. Michaeli Michael Elad 41 5 0 01 Oct 2024
UIR-LoRA: Achieving Universal Image Restoration through Multiple Low-Rank Adaptation Cheng Zhang Dong Gong Jiumei He Yu Zhu Jinqiu Sun Yanning Zhang AI4CE 40 0 0 30 Sep 2024
Effective Diffusion Transformer Architecture for Image Super-Resolution Kun Cheng Lei Yu Zhijun Tu Xiao He Liyu Chen Yong Guo Mingrui Zhu Nannan Wang Xinbo Gao Jie Hu 37 0 0 29 Sep 2024
Restore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image Restoration Chu-Jie Qin Rui-Qi Wu Zikun Liu Xin Lin Chun-Le Guo Hyun Hee Park Chongyi Li 25 6 0 28 Sep 2024
DualDn: Dual-domain Denoising via Differentiable ISP Ruikang Li Yujin Wang Shiqi Chen Fan Zhang Liang Feng Tianfan Xue 33 2 0 27 Sep 2024
Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEs Qinpeng Cui Yixuan Liu Xinyi Zhang Qiqi Bao Zhongdao Wang Qingmin Liao Li Wang Tian Lu Emad Barsoum 32 4 0 26 Sep 2024
Unifying Dimensions: A Linear Adaptive Approach to Lightweight Image Super-Resolution Zhenyu Hu Wanjie Sun 33 0 0 26 Sep 2024
Study of Subjective and Objective Quality in Super-Resolution Enhanced Broadcast Images on a Novel SR-IQA Dataset Yongrok Kim Junha Shin Juhyun Lee Hyunsuk Ko SupR 21 0 0 26 Sep 2024
Degradation-Guided One-Step Image Super-Resolution with Diffusion Priors Aiping Zhang Zongsheng Yue Renjing Pei Wenqi Ren Xiaochun Cao 36 7 0 25 Sep 2024
NTIRE 2024 Challenge on Stereo Image Super-Resolution: Methods and Results Longguang Wang Yulan Guo Juncheng Li Hongda Liu Yang Zhao Yingqian Wang Zhi Jin Shuhang Gu Radu Timofte SupR 87 17 0 25 Sep 2024
Semi-LLIE: Semi-supervised Contrastive Learning with Mamba-based Low-light Image Enhancement Guanlin Li Ke Zhang Ting Wang Ming Li Bin Zhao Xuelong Li 19 0 0 25 Sep 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 57 10 0 23 Sep 2024
One Model for Two Tasks: Cooperatively Recognizing and Recovering Low-Resolution Scene Text Images by Iterative Mutual Guidance Minyi Zhao Yang Wang Jihong Guan Shuigeng Zhou 30 0 0 22 Sep 2024
Thinking in Granularity: Dynamic Quantization for Image Super-Resolution by Intriguing Multi-Granularity Clues Mingshen Wang Zhao Zhang Feng Li Ke Xu Kang Miao Meng Wang MQ SupR 38 1 0 22 Sep 2024
A Sinkhorn Regularized Adversarial Network for Image Guided DEM Super-resolution using Frequency Selective Hybrid Graph Transformer Subhajit Paul Ashutosh Gupta 25 0 0 21 Sep 2024
BurstM: Deep Burst Multi-scale SR using Fourier Space with Optical Flow EungGu Kang Byeonghun Lee Sunghoon Im Kyong Hwan Jin SupR 33 4 0 21 Sep 2024
Accelerated Multi-Contrast MRI Reconstruction via Frequency and Spatial Mutual Learning Qi Chen Xiaohan Xing Zhen Chen Zhiwei Xiong 33 1 0 21 Sep 2024
Prithvi WxC: Foundation Model for Weather and Climate J. Schmude Sujit Roy Will Trojak Johannes Jakubik Daniel Salles Civitarese ... Campbell Watson M. Maskey Tsengdar J Lee Juan Bernabé-Moreno Rahul Ramachandran VLM AI4Cl 39 10 0 20 Sep 2024
Evaluating the plausibility of synthetic images for improving automated endoscopic stone recognition Ruben Gonzalez-Perez Francisco Lopez-Tiro Iván Reyes-Amezcua Eduardo Falcon-Morales Rosa-Maria Rodriguez-Gueant Jacques Hubert M. Daudon Gilberto Ochoa-Ruiz C. Daul MedIm 37 0 0 20 Sep 2024
DenoMamba: A fused state-space model for low-dose CT denoising Şaban Öztürk Oğuz Can Duran Tolga Çukur Mamba MedIm 36 4 0 19 Sep 2024
HSIGene: A Foundation Model For Hyperspectral Image Generation Li Pang Datao Tang Shuang Xu Deyu Meng Xiangyong Cao DiffM 36 12 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 64 2 0 19 Sep 2024
Temporal As a Plugin: Unsupervised Video Denoising with Pre-Trained Image Denoisers Zixuan Fu Lanqing Guo Chong Wang Yufei Wang Zhihao Li Bihan Wen 31 1 0 17 Sep 2024
WaveMixSR-V2: Enhancing Super-resolution with Higher Efficiency Pranav Jeevan Neeraj Nixon Amit Sethi SupR 16 0 0 16 Sep 2024
Towards Single-Lens Controllable Depth-of-Field Imaging via Depth-Aware Point Spread Functions Xiaolong Qian Qi Jiang Yao Gao Shaohua Gao Zhonghua Yi ... Kai Wei Haifeng Li Kailun Yang Kaiwei Wang J. Bai 49 0 0 15 Sep 2024
SDformer: Efficient End-to-End Transformer for Depth Completion Jian Qian Miao Sun Ashley Lee Jie Li Shenglong Zhuo Patrick Chiang ViT MDE 36 2 0 12 Sep 2024
CWT-Net: Super-resolution of Histopathology Images Using a Cross-scale Wavelet-based Transformer Feiyang Jia Z. Chen Ziying Song Lin Liu Caiyan Jia SupR ViT MedIm 34 0 0 11 Sep 2024
PanAdapter: Two-Stage Fine-Tuning with Spatial-Spectral Priors Injecting for Pansharpening Ruocheng Wu ZiEn Zhang ShangQi Deng YuLe Duan LiangJian Deng 45 0 0 11 Sep 2024
A Practical Gated Recurrent Transformer Network Incorporating Multiple Fusions for Video Denoising Kai Guo Seungwon Choi Jongseong Choi Lae-Hoon Kim ViT 24 0 0 10 Sep 2024
Multi-Weather Image Restoration via Histogram-Based Transformer Feature Enhancement Yang Wen Anyu Lai Bo Qian Hao Wang Wuzhen Shi Wenming Cao 31 0 0 10 Sep 2024
AgileIR: Memory-Efficient Group Shifted Windows Attention for Agile Image Restoration Hongyi Cai Mohammad Mahdinur Rahman Mohammad Shahid Akhtar Jie Li Jingyu Wu Zhili Fang 34 1 0 10 Sep 2024
Deep kernel representations of latent space features for low-dose PET-MR imaging robust to variable dose reduction Cameron Pain Yasmeen George Alex Fornito Gary Egan Z. Chen MedIm 20 0 0 10 Sep 2024
LMLT: Low-to-high Multi-Level Vision Transformer for Image Super-Resolution Jeongsoo Kim Jongho Nang Junsuk Choe ViT 24 4 0 05 Sep 2024
Multiple weather images restoration using the task transformer and adaptive mixup strategy Yang Wen Anyu Lai Bo Qian Hao Wang Wuzhen Shi Wenming Cao 28 1 0 05 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 31 2 0 03 Sep 2024