Blind Image Super-Resolution: A Survey and Beyond

7 July 2021

Anran Liu

Yihao Liu

Jinjin Gu

Yu Qiao

Chao Dong

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Papers citing "Blind Image Super-Resolution: A Survey and Beyond"

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Title
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 26 0 0 09 May 2025
KernelFusion: Assumption-Free Blind Super-Resolution via Patch Diffusion Oliver Heinimann Assaf Shocher Tal Zimbalist Michal Irani DiffM SupR 50 0 0 27 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 56 2 0 09 Mar 2025
Infrared Image Super-Resolution: Systematic Review, and Future Trends Y. Huang Tomo Miyazaki Xiao-Fang Liu S. Omachi SupR 99 10 0 21 Feb 2025
Revisiting the Generalization Problem of Low-level Vision Models Through the Lens of Image Deraining Jinfan Hu Zhiyuan You Jinjin Gu Kaiwen Zhu Tianfan Xue Chao Dong 43 0 0 18 Feb 2025
TASR: Timestep-Aware Diffusion Model for Image Super-Resolution Qinwei Lin Xiaopeng Sun Yu Gao Yujie Zhong Dengjie Li Zheng Zhao Haoqian Wang 71 0 0 04 Dec 2024
Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Haoze Sun W. J. Li Jiaheng Liu Kaiwen Zhou Yongqiang Chen Yong Guo Y. Li Renjing Pei Long Peng Yuqing Yang DiffM 76 1 0 01 Dec 2024
Unveiling Hidden Details: A RAW Data-Enhanced Paradigm for Real-World Super-Resolution Long Peng W. J. Li Jiaming Guo Xin Di Haoze Sun Y. Li Renjing Pei Y. Wang Yang Cao Zheng-jun Zha 31 4 0 16 Nov 2024
A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future Trends Junjun Jiang Zengyuan Zuo Gang Wu Kui Jiang Xianming Liu 48 10 0 19 Oct 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
A Preliminary Exploration Towards General Image Restoration Xiangtao Kong Jinjin Gu Yihao Liu Wenlong Zhang Xiangyu Chen Yu Qiao Chao Dong DiffM 43 2 0 27 Aug 2024
Enhancing License Plate Super-Resolution: A Layout-Aware and Character-Driven Approach Valfride Nascimento Rayson Laroca Rafael O. Ribeiro William Robson Schwartz David Menotti 21 1 0 27 Aug 2024
UnmixingSR: Material-aware Network with Unsupervised Unmixing as Auxiliary Task for Hyperspectral Image Super-resolution Yang Yu 24 0 0 09 Jul 2024
DaLPSR: Leverage Degradation-Aligned Language Prompt for Real-World Image Super-Resolution Aiwen Jiang Zhi Wei Long Peng Feiqiang Liu Wenbo Li Mingwen Wang DiffM 54 2 0 24 Jun 2024
Towards Realistic Data Generation for Real-World Super-Resolution Long Peng Wenbo Li Renjing Pei Jingjing Ren Xueyang Fu Yang Wang Yang Cao Zheng-Jun Zha 37 16 0 11 Jun 2024
Does Diffusion Beat GAN in Image Super Resolution? Denis Kuznedelev Valerii Startsev Daniil Shlenskii Sergey Kastryulin 41 4 0 27 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 41 12 0 11 May 2024
Federated Learning for Blind Image Super-Resolution Brian B. Moser Ahmed Anwar Federico Raue Stanislav Frolov Andreas Dengel 44 2 0 26 Apr 2024
$NTIRE 2024 Challenge on Image Super-Resolution ($\times$4): Methods and Results$ NTIRE 2024 Challenge on Image Super-Resolution ( $\times$ 4): Methods and Results Zheng Chen Zongwei Wu Eduard Zamfir Kai Zhang Yulun Zhang ... Yan Luo Yanyan Wei Asif Hussain Khan C. Micheloni N. Martinel SupR 36 33 0 15 Apr 2024
DiffBody: Human Body Restoration by Imagining with Generative Diffusion Prior Yiming Zhang Zhe Wang Xinjie Li Yunchen Yuan Chengsong Zhang Xiao Sun Zhihang Zhong Jian Wang DiffM 37 1 0 04 Apr 2024
Learning Correction Errors via Frequency-Self Attention for Blind Image Super-Resolution Haochen Sun Yan Yuan Lijuan Su Hao-Yu Shao 41 1 0 12 Mar 2024
Low-Res Leads the Way: Improving Generalization for Super-Resolution by Self-Supervised Learning Haoyu Chen Wenbo Li Jinjin Gu Jingjing Ren Haoze Sun X. Zou Zhensong Zhang Youliang Yan Lei Zhu 34 15 0 05 Mar 2024
Navigating Beyond Dropout: An Intriguing Solution Towards Generalizable Image Super Resolution Hongjun Wang Jiyuan Chen Yinqiang Zheng Tieyong Zeng OOD 33 2 0 29 Feb 2024
You Only Need One Step: Fast Super-Resolution with Stable Diffusion via Scale Distillation Mehdi Noroozi Isma Hadji Brais Martínez Adrian Bulat Georgios Tzimiropoulos 29 10 0 30 Jan 2024
Scaling Up to Excellence: Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild Fanghua Yu Jinjin Gu Zheyuan Li Jinfan Hu Xiangtao Kong Xintao Wang Jingwen He Yu Qiao Chao Dong 30 129 0 24 Jan 2024
No-Clean-Reference Image Super-Resolution: Application to Electron Microscopy Mohammad Khateri Morteza Ghahremani Alejandra Sierra Jussi Tohka SupR 27 1 0 16 Jan 2024
Deep Blind Super-Resolution for Satellite Video Yi Xiao Qiangqiang Yuan Qiang Zhang L. Zhang 29 32 0 13 Jan 2024
Diffusion Models, Image Super-Resolution And Everything: A Survey Brian B. Moser Arundhati S. Shanbhag Federico Raue Stanislav Frolov Sebastián M. Palacio Andreas Dengel 26 35 0 01 Jan 2024
Iterative Token Evaluation and Refinement for Real-World Super-Resolution Chaofeng Chen Shangchen Zhou Liang Liao Haoning Wu Wenxiu Sun Qiong Yan Weisi Lin 18 6 0 09 Dec 2023
Infrared Image Super-Resolution via GAN Y. Huang S. Omachi GAN 31 0 0 01 Dec 2023
CoSeR: Bridging Image and Language for Cognitive Super-Resolution Haoze Sun Wenbo Li Jianzhuang Liu Haoyu Chen Renjing Pei X. Zou Youliang Yan Yujiu Yang SupR 41 45 0 27 Nov 2023
Image Super-Resolution with Text Prompt Diffusion Zheng Chen Yulun Zhang Jinjin Gu Xin Yuan Linghe Kong Guihai Chen Xiaokang Yang DiffM 33 19 0 24 Nov 2023
VCISR: Blind Single Image Super-Resolution with Video Compression Synthetic Data Boyang Wang Bowen Liu Shiyu Liu Fengyu Yang 24 7 0 02 Nov 2023
Efficient Test-Time Adaptation for Super-Resolution with Second-Order Degradation and Reconstruction Zeshuai Deng Zhuokun Chen Shuaicheng Niu Thomas H. Li Bohan Zhuang Mingkui Tan 24 22 0 29 Oct 2023
Image Super-resolution Via Latent Diffusion: A Sampling-space Mixture Of Experts And Frequency-augmented Decoder Approach Feng Luo Jin-Peng Xiang Jun Zhang Xiao Han Wei Yang DiffM 83 11 0 18 Oct 2023
Learning Many-to-Many Mapping for Unpaired Real-World Image Super-resolution and Downscaling Wanjie Sun Zhenzhong Chen SupR 33 0 0 08 Oct 2023
MetaF2N: Blind Image Super-Resolution by Learning Efficient Model Adaptation from Faces Zhicun Yin Ming-Yu Liu Xiaoming Li Hui Yang Longan Xiao W. Zuo 3DH 30 6 0 15 Sep 2023
DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior X. Lin Jingwen He Zi-Yuan Chen Zhaoyang Lyu Bo Dai Ben Fei Wanli Ouyang Yu Qiao Chao Dong DiffM 29 195 0 29 Aug 2023
CMISR: Circular Medical Image Super-Resolution Honggui Li Nahid Md Lokman Hossain M. Trocan Dimitri Galayko Mohamad Sawan SupR 24 5 0 15 Aug 2023
Efficient neural supersampling on a novel gaming dataset Antoine Mercier Ruan Erasmus Yash Savani Manik Dhingra Fatih Porikli Guillaume Berger SupR 31 1 0 03 Aug 2023
High Dynamic Range Image Reconstruction via Deep Explicit Polynomial Curve Estimation Jiaqi Tang Xiaogang Xu Sixing Hu Yingke Chen 14 0 0 31 Jul 2023
Crafting Training Degradation Distribution for the Accuracy-Generalization Trade-off in Real-World Super-Resolution Ruofan Zhang Jinjin Gu Haoyu Chen Chao Dong Yulun Zhang Wenming Yang 42 23 0 29 May 2023
Super-Resolution of License Plate Images Using Attention Modules and Sub-Pixel Convolution Layers Valfride Nascimento Rayson Laroca Jorge de A. Lambert William Robson Schwartz David Menotti ViT 24 17 0 27 May 2023
Learning from Multi-Perception Features for Real-Word Image Super-resolution Axi Niu Kang Zhang T. Pham Pei Wang Jinqiu Sun In So Kweon Yanning Zhang SupR 24 7 0 26 May 2023
Networks are Slacking Off: Understanding Generalization Problem in Image Deraining Jinjin Gu Xianzheng Ma Xiangtao Kong Yu Qiao Chao Dong 30 12 0 24 May 2023
Masked Image Training for Generalizable Deep Image Denoising Haoyu Chen Jinjin Gu Yihao Liu Salma Abdel Magid Chao Dong Qiong Wang Hanspeter Pfister Lei Zhu 27 63 0 23 Mar 2023
Denoising Diffusion Probabilistic Models for Robust Image Super-Resolution in the Wild Hshmat Sahak Daniel Watson Chitwan Saharia David Fleet DiffM 25 48 0 15 Feb 2023
Learning Spatiotemporal Frequency-Transformer for Low-Quality Video Super-Resolution Zhongwei Qiu Huan Yang Jianlong Fu Daochang Liu Chang Xu Dongmei Fu AI4TS SupR 25 1 0 27 Dec 2022
DCS-RISR: Dynamic Channel Splitting for Efficient Real-world Image Super-Resolution Junbo Qiao Shaohui Lin Yunlu Zhang Wei Li Hu Jie Gaoqi He Changbo Wang Zhuang Ma 27 2 0 15 Dec 2022
N-Gram in Swin Transformers for Efficient Lightweight Image Super-Resolution Haram Choi Jeong-Sik Lee Jihoon Yang ViT 24 75 0 21 Nov 2022