Designing a Practical Degradation Model for Deep Blind Image Super-Resolution

25 March 2021

Peng Sun

Christos Sakaridis

Luc Van Gool

Radu Timofte

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Papers citing "Designing a Practical Degradation Model for Deep Blind Image Super-Resolution"

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Title
Expanding Synthetic Real-World Degradations for Blind Video Super Resolution Mehran Jeelani Sadbhawna N. Cheema K. Illgner-Fehns P. Slusallek S. Jaiswal 89 10 0 04 May 2023
Generative Diffusion Prior for Unified Image Restoration and Enhancement Ben Fei Zhaoyang Lyu Liang Pan Junzhe Zhang Weidong Yang Tian-jian Luo Bo-Wen Zhang Bo Dai DiffM 37 177 0 03 Apr 2023
Learning Generative Structure Prior for Blind Text Image Super-resolution Xiaoming Li W. Zuo Chen Change Loy 34 21 0 26 Mar 2023
Learning a Practical SDR-to-HDRTV Up-conversion using New Dataset and Degradation Models Cheng Guo Leidong Fan Ziyu Xue Xiuhua Jiang 21 13 0 23 Mar 2023
Toward Super-Resolution for Appearance-Based Gaze Estimation Galen O’Shea Majid Komeili SupR 33 3 0 17 Mar 2023
Synthesizing Realistic Image Restoration Training Pairs: A Diffusion Approach Tao Yang Peiran Ren Xuansong Xie Lei Zhang DiffM 32 15 0 13 Mar 2023
Unlimited-Size Diffusion Restoration Yinhuai Wang Jiwen Yu Runyi Yu Jian Zhang 48 15 0 01 Mar 2023
Joint Learning of Blind Super-Resolution and Crack Segmentation for Realistic Degraded Images Yuki Kondo Norimichi Ukita SupR 24 8 0 24 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
Real Image Super-Resolution using GAN through modeling of LR and HR process Rao Muhammad Umer C. Micheloni 37 1 0 19 Oct 2022
Blind Super-Resolution for Remote Sensing Images via Conditional Stochastic Normalizing Flows Hanlin Wu Ning Ni Shan Wang Li-bao Zhang 38 8 0 14 Oct 2022
Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration Marcos V. Conde Ui-Jin Choi Maxime Burchi Radu Timofte ViT 59 135 0 22 Sep 2022
Joint Learning Content and Degradation Aware Feature for Blind Super-Resolution Yifeng Zhou Chuming Lin Donghao Luo Yong Liu Ying Tai Chengjie Wang M. Chen 26 12 0 29 Aug 2022
AIM 2022 Challenge on Super-Resolution of Compressed Image and Video: Dataset, Methods and Results Ren Yang Radu Timofte Xin Li Qi Zhang Lin Zhang ... Yijian Zhang Mao Ye Dengyan Luo Xiaofeng Pan L. Peng SupR 53 30 0 23 Aug 2022
HST: Hierarchical Swin Transformer for Compressed Image Super-resolution B. Li Xin Li Yiting Lu Sen Liu Ruoyu Feng Zhibo Chen 37 33 0 21 Aug 2022
GLEAN: Generative Latent Bank for Image Super-Resolution and Beyond Kelvin C. K. Chan Xiangyu Xu Xintao Wang Liang Feng Chen Change Loy 37 22 0 29 Jul 2022
Criteria Comparative Learning for Real-scene Image Super-Resolution Yukai Shi Hao Li Senyang Zhang Zhi Yang Xiao Wang SupR 18 14 0 26 Jul 2022
AnimeSR: Learning Real-World Super-Resolution Models for Animation Videos Yanze Wu Xintao Wang Gengyan Li Ying Shan SupR 22 21 0 14 Jun 2022
Gradient Obfuscation Gives a False Sense of Security in Federated Learning Kai Yue Richeng Jin Chau-Wai Wong D. Baron H. Dai FedML 31 46 0 08 Jun 2022
Recurrent Video Restoration Transformer with Guided Deformable Attention Christos Sakaridis Yuchen Fan Xiaoyu Xiang Rakesh Ranjan Eddy Ilg Simon Green Jingyun Liang Peng Sun Radu Timofte Luc Van Gool 42 152 0 05 Jun 2022
RepSR: Training Efficient VGG-style Super-Resolution Networks with Structural Re-Parameterization and Batch Normalization Xintao Wang Chao Dong Ying Shan 24 48 0 11 May 2022
A Closer Look at Blind Super-Resolution: Degradation Models, Baselines, and Performance Upper Bounds Wenlong Zhang Guangyuan Shi Yihao Liu Chao Dong Xiao-Ming Wu 30 22 0 10 May 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 89 6,650 0 13 Apr 2022
Efficient and Degradation-Adaptive Network for Real-World Image Super-Resolution Jie Liang Huiyu Zeng Lei Zhang SupR 30 87 0 27 Mar 2022
Details or Artifacts: A Locally Discriminative Learning Approach to Realistic Image Super-Resolution Jie Liang Huiyu Zeng Lei Zhang GAN OffRL 30 137 0 17 Mar 2022
Towards True Detail Restoration for Super-Resolution: A Benchmark and a Quality Metric E. Lyapustin Anastasia Kirillova Viacheslav Meshchaninov Evgeney Zimin Nikolai Karetin D. Vatolin SupR 27 5 0 16 Mar 2022
Learning the Degradation Distribution for Blind Image Super-Resolution Zhengxiong Luo Yan Huang Shang Li Liangsheng Wang Tieniu Tan 26 51 0 09 Mar 2022
Self-Supervised Learning for Real-World Super-Resolution from Dual Zoomed Observations Zhilu Zhang Ruohao Wang Hongzhi Zhang Yunjin Chen W. Zuo MDE SupR 22 21 0 02 Mar 2022
One-shot Ultra-high-Resolution Generative Adversarial Network That Synthesizes 16K Images On A Single GPU Junseok Oh Donghwee Yoon Injung Kim 34 1 0 28 Feb 2022
Real-World Blind Super-Resolution via Feature Matching with Implicit High-Resolution Priors Chaofeng Chen Xinyu Shi Yipeng Qin Xiaoming Li Xiaoguang Han Taojiannan Yang Shihui Guo 30 113 0 26 Feb 2022
VRT: A Video Restoration Transformer Christos Sakaridis Jingyun Liang Yuchen Fan Peng Sun Rakesh Ranjan Yawei Li Radu Timofte Luc Van Gool ViT 34 251 0 28 Jan 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 150 14,641 0 20 Dec 2021
A-ESRGAN: Training Real-World Blind Super-Resolution with Attention U-Net Discriminators Zihao Wei Yidong Huang Yuang Chen Chenhao Zheng Jinnan Gao GAN 21 19 0 19 Dec 2021
Specificity-Preserving Federated Learning for MR Image Reconstruction Chun-Mei Feng Yu-bao Yan Shanshan Wang Yong Xu Ling Shao Huazhu Fu OOD 40 78 0 09 Dec 2021
Investigating Tradeoffs in Real-World Video Super-Resolution Kelvin C. K. Chan Shangchen Zhou Xiangyu Xu Chen Change Loy SupR 28 94 0 24 Nov 2021
Frequency-Aware Physics-Inspired Degradation Model for Real-World Image Super-Resolution Zhenxing Dong H. Cao Wang Shen Yu Gan Yuye Ling Guangtao Zhai Yikai Su 11 2 0 05 Nov 2021
Towards Flexible Blind JPEG Artifacts Removal Jiaxi Jiang Peng Sun Radu Timofte 72 106 0 29 Sep 2021
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Peng Sun Luc Van Gool Radu Timofte ViT 57 2,808 0 23 Aug 2021
Mutual Affine Network for Spatially Variant Kernel Estimation in Blind Image Super-Resolution Christos Sakaridis Guolei Sun Peng Sun Luc Van Gool Radu Timofte SupR 31 76 0 11 Aug 2021
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling Christos Sakaridis Andreas Lugmayr Peng Sun Martin Danelljan Luc Van Gool Radu Timofte 48 102 0 11 Aug 2021
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Xintao Wang Liangbin Xie Chao Dong Ying Shan 37 1,106 0 22 Jul 2021
Blind Image Super-Resolution: A Survey and Beyond Anran Liu Yihao Liu Jinjin Gu Yu Qiao Chao Dong 34 160 0 07 Jul 2021
NTIRE 2020 Challenge on Real-World Image Super-Resolution: Methods and Results Andreas Lugmayr Martin Danelljan Radu Timofte Namhyuk Ahn Dongwoon Bai ... Tongtong Zhao Yuanbo Zhou Haijie Zhuo Ziyao Zong Xueyi Zou SupR 94 170 0 05 May 2020
Deep Unfolding Network for Image Super-Resolution Peng Sun Luc Van Gool Radu Timofte SupR 116 539 0 23 Mar 2020
Lightweight Image Super-Resolution with Information Multi-distillation Network Zheng Hui Xinbo Gao Yunchu Yang Xiumei Wang SupR 71 867 0 26 Sep 2019
Unsupervised Learning for Real-World Super-Resolution Andreas Lugmayr Martin Danelljan Radu Timofte SSL SupR 143 167 0 20 Sep 2019
Efficient Deep Neural Network for Photo-realistic Image Super-Resolution Namhyuk Ahn Byungkon Kang Kyung-ah Sohn SupR 27 27 0 06 Mar 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 285 10,354 0 12 Dec 2018