Unsupervised Degradation Representation Learning for Blind Super-Resolution

1 April 2021

Papers citing "Unsupervised Degradation Representation Learning for Blind Super-Resolution"

50 / 60 papers shown

Title
Pluggable Style Representation Learning for Multi-Style Transfer Hongda Liu Longguang Wang Weijun Guan Ye Zhang Yulan Guo 80 1 0 26 Mar 2025
Boosting Diffusion-Based Text Image Super-Resolution Model Towards Generalized Real-World Scenarios Chenglu Pan Xiaogang Xu Ganggui Ding Yunke Zhang Wenbo Li Jiarong Xu Qingbiao Wu 60 0 0 10 Mar 2025
Content-decoupled Contrastive Learning-based Implicit Degradation Modeling for Blind Image Super-Resolution Jiang Yuan Ji Ma Bo Wang Weiming Hu 47 0 0 10 Aug 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
IG-CFAT: An Improved GAN-Based Framework for Effectively Exploiting Transformers in Real-World Image Super-Resolution Alireza Aghelan Ali Amiryan Abolfazl Zarghani Behnoush Hatami ViT 44 1 0 19 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 40 17 0 11 Jun 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 43 12 0 11 May 2024
Self-Supervised Learning for Real-World Super-Resolution from Dual and Multiple Zoomed Observations Zhilu Zhang Ruohao Wang Hongzhi Zhang Wangmeng Zuo MDE SupR 49 2 0 03 May 2024
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimation H. Ateş S. Yildirim B. Gunturk SupR 33 16 0 25 Apr 2024
Learning Dual-Level Deformable Implicit Representation for Real-World Scale Arbitrary Super-Resolution Zhiheng Li Muheng Li Jixuan Fan Lei Chen Yansong Tang Jie Zhou Jiwen Lu SupR 31 0 0 16 Mar 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
You Only Need One Step: Fast Super-Resolution with Stable Diffusion via Scale Distillation Mehdi Noroozi Isma Hadji Brais Martínez Adrian Bulat Georgios Tzimiropoulos 34 10 0 30 Jan 2024
Diffusion-based Blind Text Image Super-Resolution Yuzhe Zhang Jiawei Zhang Hao Li Zhouxia Wang Luwei Hou Dongqing Zou Liheng Bian 44 8 0 13 Dec 2023
Iterative Token Evaluation and Refinement for Real-World Super-Resolution Chaofeng Chen Shangchen Zhou Liang Liao Haoning Wu Wenxiu Sun Qiong Yan Weisi Lin 30 6 0 09 Dec 2023
Unifying Image Processing as Visual Prompting Question Answering Yihao Liu Xiangyu Chen Xianzheng Ma Xintao Wang Jiantao Zhou Yu Qiao Chao Dong MLLM 32 18 0 16 Oct 2023
Learning Image-Adaptive Codebooks for Class-Agnostic Image Restoration Kechun Liu Yitong Jiang Inchang Choi Liang Feng 31 13 0 10 Jun 2023
A Dive into SAM Prior in Image Restoration Zeyu Xiao Jiawang Bai Zhihe Lu Zhiwei Xiong 29 16 0 23 May 2023
Dual-Diffusion: Dual Conditional Denoising Diffusion Probabilistic Models for Blind Super-Resolution Reconstruction in RSIs Mengze Xu Jie Ma Yuanyuan Zhu DiffM 24 18 0 20 May 2023
Exploiting Diffusion Prior for Real-World Image Super-Resolution Jianyi Wang Zongsheng Yue Shangchen Zhou Kelvin C. K. Chan Chen Change Loy 51 284 0 11 May 2023
Low-field magnetic resonance image enhancement via stochastic image quality transfer Hongxiang Lin Matteo Figini F. D’Arco G. Ogbole Ryutaro Tanno ... D. Carmichael I. Lagunju J. Cross D. Fernández-Reyes Daniel C. Alexander 37 20 0 26 Apr 2023
CoReFusion: Contrastive Regularized Fusion for Guided Thermal Super-Resolution Aditya Kasliwal Pratinav Seth Sriya Rallabandi Sanchit Singhal 31 10 0 03 Apr 2023
Learning Generative Structure Prior for Blind Text Image Super-resolution Xiaoming Li W. Zuo Chen Change Loy 45 21 0 26 Mar 2023
WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal Yulin Luo Rui Zhao Xi Wei Jinwei Chen Yijie Lu Shenghao Xie Tianyu Wang Ruiqin Xiong Ming Lu Shanghang Zhang 31 3 0 24 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
Joint Learning of Blind Super-Resolution and Crack Segmentation for Realistic Degraded Images Yuki Kondo Norimichi Ukita SupR 24 8 0 24 Feb 2023
Trainable Loss Weights in Super-Resolution Arash Chaichi Mellatshahi S. Kasaei SupR 38 0 0 25 Jan 2023
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 32 2 0 15 Dec 2022
CiaoSR: Continuous Implicit Attention-in-Attention Network for Arbitrary-Scale Image Super-Resolution Jingyun Liang Qin Wang Yongqin Xian Yawei Li Bingbing Ni Zhi-peng Pi Peng Sun Yulun Zhang Radu Timofte Luc Van Gool SupR 32 50 0 08 Dec 2022
Bridging Component Learning with Degradation Modelling for Blind Image Super-Resolution Yixuan Wu Feng Li H. Bai Weisi Lin Runmin Cong Yao-Min Zhao SupR 24 17 0 03 Dec 2022
The Best of Both Worlds: a Framework for Combining Degradation Prediction with High Performance Super-Resolution Networks Matthew Aquilina Keith George Ciantar Christian Galea K. Camilleri R. Farrugia J. Abela 28 0 0 09 Nov 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
Compressing Sign Information in DCT-based Image Coding via Deep Sign Retrieval Kei Suzuki Chihiro Tsutake Keita Takahashi T. Fujii 26 3 0 21 Sep 2022
KXNet: A Model-Driven Deep Neural Network for Blind Super-Resolution J. Fu Hong Wang Qi Xie Qian Zhao Deyu Meng Zongben Xu SupR 168 26 0 21 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 13 0 29 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
Learning Degradation Representations for Image Deblurring Dasong Li Y. Zhang Ka Chun Cheung Xiaogang Wang Hongwei Qin Hongsheng Li 30 56 0 10 Aug 2022
Rethinking Degradation: Radiograph Super-Resolution via AID-SRGAN Y. Huang Qingzhong Wang S. Omachi OOD MedIm 40 10 0 05 Aug 2022
Learning Mutual Modulation for Self-Supervised Cross-Modal Super-Resolution Xiaoyu Dong Naoto Yokoya Longguang Wang Tatsumi Uezato 50 19 0 19 Jul 2022
Multi-scale frequency separation network for image deblurring Yanni Zhang Qiangjie Li Miao Qi Di Liu Jun Kong Jianzhong Wang 17 32 0 01 Jun 2022
RepSR: Training Efficient VGG-style Super-Resolution Networks with Structural Re-Parameterization and Batch Normalization Xintao Wang Chao Dong Ying Shan 29 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
SCS-Co: Self-Consistent Style Contrastive Learning for Image Harmonization Yucheng Hang Bin Xia Wenming Yang Q. Liao 22 44 0 29 Apr 2022
Efficient and Degradation-Adaptive Network for Real-World Image Super-Resolution Jie Liang Huiyu Zeng Lei Zhang SupR 32 88 0 27 Mar 2022
Unpaired Deep Image Dehazing Using Contrastive Disentanglement Learning Xiang Chen Zhe-Cheng Fan Yufeng Li Longgang Dai Caihua Kong Zhuoran Zheng Yufeng Huang Yufeng Li 29 44 0 15 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 27 21 0 02 Mar 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 34 253 0 28 Jan 2022
Learning Multiple Probabilistic Degradation Generators for Unsupervised Real World Image Super Resolution Sangyun Lee Sewoong Ahn Kwangjin Yoon 86 5 0 26 Jan 2022
U2-Former: A Nested U-shaped Transformer for Image Restoration Haobo Ji Xin Feng Wenjie Pei Jinxing Li Guangming Lu ViT 24 26 0 04 Dec 2021
A Practical Contrastive Learning Framework for Single-Image Super-Resolution Gang Wu Junjun Jiang Xianming Liu 49 50 0 27 Nov 2021