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

25 March 2021

Kaixuan Zhang

Jingyun Liang

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
Semantic-Guided Diffusion Model for Single-Step Image Super-Resolution Zihang Liu Zhenyu Zhang Hao Tang 31 0 0 11 May 2025
Quaternion Wavelet-Conditioned Diffusion Models for Image Super-Resolution Luigi Sigillo Christian Bianchi A. Uncini Danilo Comminiello 48 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 61 0 0 01 May 2025
Dual Prompting Image Restoration with Diffusion Transformers Dehong Kong Fan Li Zhixin Wang Jiaqi Xu Renjing Pei W. J. Li Wenqi Ren DiffM 69 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 4 0 21 Apr 2025
HiFlow: Training-free High-Resolution Image Generation with Flow-Aligned Guidance Jiazi Bu Pengyang Ling Yujie Zhou Pan Zhang Tong Wu Xiaoyi Dong Yuhang Zang Y. Cao Dahua Lin Jiaqi Wang 21 0 0 08 Apr 2025
DiT4SR: Taming Diffusion Transformer for Real-World Image Super-Resolution Zheng-Peng Duan Jiawei Zhang Xin Jin Zhe Zhang Zheng Xiong Dongqing Zou Jimmy S. Ren Chun-Le Guo Chongyi Li 42 0 0 30 Mar 2025
CTSR: Controllable Fidelity-Realness Trade-off Distillation for Real-World Image Super Resolution Runyi Li Bin Chen Jian Zhang Radu Timofte SupR 55 0 0 18 Mar 2025
The Power of Context: How Multimodality Improves Image Super-Resolution Kangfu Mei Hossein Talebi Mojtaba Ardakani Vishal M. Patel P. Milanfar M. Delbracio DiffM 85 1 0 18 Mar 2025
Segment Any-Quality Images with Generative Latent Space Enhancement Guangqian Guo Yoong Guo Xuehui Yu Wenbo Li Yaoxing Wang Shan Gao VLM 77 0 0 16 Mar 2025
Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality Assumption Du Chen Tianhe Wu Kede Ma Lei Zhang 38 2 0 14 Mar 2025
Hybrid Agents for Image Restoration Bingchen Li X. Li Yiting Lu Zhibo Chen 88 1 0 13 Mar 2025
Multi-Agent Image Restoration Xu Jiang Bernard Ghanem Bin Chen Jian Zhang 61 0 0 12 Mar 2025
RectifiedHR: Enable Efficient High-Resolution Image Generation via Energy Rectification Zhen Yang Guibao Shen Liang Hou Mushui Liu Luozhou Wang Xin Tao Pengfei Wan Di Zhang Ying-cong Chen DiffM 76 0 0 04 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
CausalSR: Structural Causal Model-Driven Super-Resolution with Counterfactual Inference Zhengyang Lu Bingjie Lu Feng Wang 37 3 0 28 Jan 2025
LossAgent: Towards Any Optimization Objectives for Image Processing with LLM Agents Bingchen Li Xin Li Yiting Lu Zhibo Chen 89 1 0 05 Dec 2024
Auto-Encoded Supervision for Perceptual Image Super-Resolution MinKyu Lee Sangeek Hyun Woojin Jun Jae-Pil Heo SupR 91 0 0 28 Nov 2024
An Intelligent Agentic System for Complex Image Restoration Problems Kaiwen Zhu Jinjin Gu Zhiyuan You Yu Qiao Chao Dong 37 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 29 0 0 13 Oct 2024
Content-decoupled Contrastive Learning-based Implicit Degradation Modeling for Blind Image Super-Resolution Jiang Yuan Ji Ma Bo Wang Weiming Hu 34 0 0 10 Aug 2024
Image Super-Resolution with Taylor Expansion Approximation and Large Field Reception Jia Feng Yuan Wang Dianbo Sui Fengchuang Xing SupR 41 0 0 01 Aug 2024
DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration Models Chang-Han Yeh Chin-Yang Lin Zhixiang Wang Chi-Wei Hsiao Ting-Hsuan Chen Hau-Shiang Shiu Yu-Lun Liu VGen DiffM 57 5 0 01 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
Lightening Anything in Medical Images Ben Fei Yixuan Li Weidong Yang Hengjun Gao Jingyi Xu Lipeng Ma Yatian Yang Pinghong Zhou MedIm 44 2 0 01 Jun 2024
Does Diffusion Beat GAN in Image Super Resolution? Denis Kuznedelev Valerii Startsev Daniil Shlenskii Sergey Kastryulin 44 4 0 27 May 2024
Semantic Guided Large Scale Factor Remote Sensing Image Super-resolution with Generative Diffusion Prior Ce Wang Wanjie Sun DiffM 47 4 0 11 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
PromptCIR: Blind Compressed Image Restoration with Prompt Learning Bingchen Li Xin Li Yiting Lu Ruoyu Feng Mengxi Guo Shijie Zhao Li Zhang Zhibo Chen 39 13 0 26 Apr 2024
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimation H. Ateş S. Yildirim B. Gunturk SupR 28 16 0 25 Apr 2024
CasSR: Activating Image Power for Real-World Image Super-Resolution Haolan Chen Jinhua Hao Kai Zhao Kun Yuan Ming-hui Sun Chao Zhou Wei Hu 31 5 0 18 Mar 2024
Efficient Diffusion Model for Image Restoration by Residual Shifting Zongsheng Yue Jianyi Wang Chen Change Loy DiffM 32 36 0 12 Mar 2024
XPSR: Cross-modal Priors for Diffusion-based Image Super-Resolution Yunpeng Qu Kun Yuan Kai Zhao Qizhi Xie Jinhua Hao Ming-hui Sun Chao Zhou 27 17 0 08 Mar 2024
SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-Resolution Chengcheng Wang Zhiwei Hao Yehui Tang Jianyuan Guo Yujie Yang Kai Han Yunhe Wang 40 6 0 27 Feb 2024
Rethinking RGB Color Representation for Image Restoration Models Jaerin Lee J. Park Sungyong Baik Kyoung Mu Lee 24 1 0 05 Feb 2024
SPIRE: Semantic Prompt-Driven Image Restoration Chenyang Qi Zhengzhong Tu Keren Ye M. Delbracio P. Milanfar Qifeng Chen Hossein Talebi DiffM 31 11 0 18 Dec 2023
Diffusion-based Blind Text Image Super-Resolution Yuzhe Zhang Jiawei Zhang Hao Li Zhouxia Wang Luwei Hou Dongqing Zou Liheng Bian 31 8 0 13 Dec 2023
Super-Resolution on Rotationally Scanned Photoacoustic Microscopy Images Incorporating Scanning Prior Kai Pan Linyang Li Li Lin Pujin Cheng Junyan Lyu Lei Xi Xiaoying Tang 24 0 0 12 Dec 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
Scene Text Image Super-resolution based on Text-conditional Diffusion Models Chihiro Noguchi Shun Fukuda Masao Yamanaka DiffM 30 10 0 16 Nov 2023
Unifying Image Processing as Visual Prompting Question Answering Yihao Liu Xiangyu Chen Xianzheng Ma Xintao Wang Jiantao Zhou Yu Qiao Chao Dong MLLM 22 18 0 16 Oct 2023
Neural Image Compression Using Masked Sparse Visual Representation Wei Jiang Wei Wang Yuewei Chen 15 7 0 20 Sep 2023
VideoGen: A Reference-Guided Latent Diffusion Approach for High Definition Text-to-Video Generation Xin Li Wenqing Chu Ye Wu Weihang Yuan Fanglong Liu Qi Zhang Fu Li Haocheng Feng Errui Ding Jingdong Wang VGen 45 52 0 01 Sep 2023
Pixel-Aware Stable Diffusion for Realistic Image Super-resolution and Personalized Stylization Tao Yang Rongyuan Wu Peiran Ren Xuansong Xie Lei Zhang DiffM 41 136 0 28 Aug 2023
End-to-end Alternating Optimization for Real-World Blind Super Resolution Zhengxiong Luo Yan Huang Shang Li Liangsheng Wang Tien-Ping Tan SupR 27 14 0 17 Aug 2023
ResShift: Efficient Diffusion Model for Image Super-resolution by Residual Shifting Zongsheng Yue Jianyi Wang Chen Change Loy DiffM 21 212 0 23 Jul 2023
Learning Image-Adaptive Codebooks for Class-Agnostic Image Restoration Kechun Liu Yitong Jiang Inchang Choi Liang Feng 23 13 0 10 Jun 2023
Restore Anything Pipeline: Segment Anything Meets Image Restoration Jiaxi Jiang Christian Holz VLM 29 8 0 22 May 2023
Exploiting Diffusion Prior for Real-World Image Super-Resolution Jianyi Wang Zongsheng Yue Shangchen Zhou Kelvin C. K. Chan Chen Change Loy 44 281 0 11 May 2023