Efficient and Explicit Modelling of Image Hierarchies for Image Restoration

1 March 2023

Yuchen Fan

Radu Timofte

Luc Van Gool

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Papers citing "Efficient and Explicit Modelling of Image Hierarchies for Image Restoration"

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Title
Image Restoration via Multi-domain Learning Xingyu Jiang Ning Gao Xiuhui Zhang Hongkun Dou Shaowen Fu Xiaoqing Zhong H. Li Yue Deng ViT 41 0 0 07 May 2025
Prompt Guiding Multi-Scale Adaptive Sparse Representation-driven Network for Low-Dose CT MAR Baoshun Shi Bing Chen Shaolei Zhang Huazhu Fu Zhanli Hu MedIm 35 0 0 28 Apr 2025
RouteWinFormer: A Route-Window Transformer for Middle-range Attention in Image Restoration Qifan Li Tianyi Liang Xingtao Wang Xiaopeng Fan ViT 33 0 0 23 Apr 2025
Frequency-domain Learning with Kernel Prior for Blind Image Deblurring Jixiang Sun Fei Lei Jiawei Zhang Wenxiu Sun Yujiu Yang 31 0 0 20 Apr 2025
Enhanced Semantic Extraction and Guidance for UGC Image Super Resolution Yiwen Wang Ying Liang Yuxuan Zhang Xinning Chai Zhengxue Cheng Yingsheng Qin Yucai Yang Rong Xie Li-Na Song 27 1 0 14 Apr 2025
Progressive Focused Transformer for Single Image Super-Resolution Wei Long Xingyu Zhou Leheng Zhang Shuhang Gu ViT 73 0 0 26 Mar 2025
Uncertainty-guided Perturbation for Image Super-Resolution Diffusion Model Leheng Zhang Weiyi You Kexuan Shi Shuhang Gu 57 0 0 24 Mar 2025
Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration Yawei Li Bin Ren Jingyun Liang Rakesh Ranjan Mengyuan Liu N. Sebe Ming-Hsuan Yang Luca Benini 56 0 0 22 Mar 2025
Frequency Enhancement for Image Demosaicking Jingyun Liu Daiqin Yang Zhenzhong Chen 44 0 0 20 Mar 2025
Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures Tim Seizinger Florin-Alexandru Vasluianu Marcos V. Conde Zongwei Wu Radu Timofte 44 0 0 20 Mar 2025
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral Perspective C. Zhao Z. Chen Yunzhe Xu Enxuan Gu Jian Li Zili Yi Qian Wang Jian Yang Ying Tai 87 0 0 17 Mar 2025
Pathology Image Restoration via Mixture of Prompts Jiangdong Cai Yan Chen Zhenrong Shen Haotian Jiang Honglin Xiong Kai Xuan Lichi Zhang Qian Wang MedIm 53 0 0 16 Mar 2025
Hybrid Agents for Image Restoration Bingchen Li X. Li Yiting Lu Zhibo Chen 80 1 0 13 Mar 2025
Prompt to Restore, Restore to Prompt: Cyclic Prompting for Universal Adverse Weather Removal Rongxin Liao Feng-Qiang Li Yanyan Wei Zenglin Shi Le Zhang H. Bai M. Wang 51 0 0 12 Mar 2025
MIGA: Mutual Information-Guided Attack on Denoising Models for Semantic Manipulation Guanghao Li Mingzhi Chen Hao Yu Shuting Dong Wenhao Jiang Ming Tang Chun Yuan DiffM AAML 51 0 0 10 Mar 2025
$MFSR: Multi-fractal Feature for Super-resolution Reconstruction with Fine Details Recovery$ MFSR: Multi-fractal Feature for Super-resolution Reconstruction with Fine Details Recovery Lianping Yang Peng Jiao Jinshan Pan Hegui Zhu Su Guo 41 0 0 27 Feb 2025
DeblurDiff: Real-World Image Deblurring with Generative Diffusion Models Lingshun Kong Jiawei Zhang Dongqing Zou Jimmy S. J. Ren Xiaohe Wu Jiangxin Dong Jinshan Pan DiffM 85 0 0 06 Feb 2025
All-in-One Image Compression and Restoration Huimin Zeng Jiacheng Li Ziqiang Zheng Zhiwei Xiong 83 1 0 05 Feb 2025
Consistent Diffusion: Denoising Diffusion Model with Data-Consistent Training for Image Restoration Xinlong Cheng Tiantian Cao Guoan Cheng Bangxuan Huang Xinghan Tian Ye Wang Xiaoyu He Weixin Li Tianfan Xue Xuan Dong DiffM 97 0 0 17 Dec 2024
Predicting the Original Appearance of Damaged Historical Documents Zhenhua Yang Dezhi Peng Yongxin Shi Yuyi Zhang Chongyu Liu Lianwen Jin 64 2 0 16 Dec 2024
Exploring Real&Synthetic Dataset and Linear Attention in Image Restoration Yuzhen Du Teng Hu J. Zhang Ran Yi Chengming Xu Xiaobin Hu Kai WU Donghao Luo Y. Wang Lizhuang Ma 83 1 0 05 Dec 2024
LossAgent: Towards Any Optimization Objectives for Image Processing with LLM Agents Bingchen Li Xin Li Yiting Lu Zhibo Chen 78 1 0 05 Dec 2024
CubeFormer: A Simple yet Effective Baseline for Lightweight Image Super-Resolution Jikai Wang Huan Zheng Jianbing Shen SupR 73 0 0 03 Dec 2024
MambaIRv2: Attentive State Space Restoration Hang Guo Yong Guo Yaohua Zha Yulun Zhang W. J. Li Tao Dai Shu-Tao Xia Yawei Li Mamba 122 12 0 22 Nov 2024
A Wavelet Diffusion GAN for Image Super-Resolution Lorenzo Aloisi Luigi Sigillo A. Uncini Danilo Comminiello DiffM 16 1 0 23 Oct 2024
Diffusion Priors for Variational Likelihood Estimation and Image Denoising Jun Cheng Shan Tan DiffM 32 0 0 23 Oct 2024
LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration Yuang Ai Huaibo Huang Ran He 30 2 0 20 Oct 2024
A Survey on All-in-One Image Restoration: Taxonomy, Evaluation and Future Trends Junjun Jiang Zengyuan Zuo Gang Wu Kui Jiang Xianming Liu 46 10 0 19 Oct 2024
TANet: Triplet Attention Network for All-In-One Adverse Weather Image Restoration Hsing-Hua Wang Fu-Jen Tsai Yen-Yu Lin Chia-Wen Lin ViT 26 1 0 10 Oct 2024
Reblurring-Guided Single Image Defocus Deblurring: A Learning Framework with Misaligned Training Pairs Xinya Shu Yu Li Dongwei Ren Xiaohe Wu Jin Li W. Zuo 40 0 0 26 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 26 2 0 03 Sep 2024
Perceive-IR: Learning to Perceive Degradation Better for All-in-One Image Restoration Xu Zhang Jiaqi Ma Guoli Wang Q. Zhang Huan Zhang Lefei Zhang VLM 91 6 0 28 Aug 2024
Hierarchical Attention and Parallel Filter Fusion Network for Multi-Source Data Classification Han Luo Feng Gao Junyu Dong Lin Qi 16 2 0 22 Aug 2024
Efficient Diffusion Transformer with Step-wise Dynamic Attention Mediators Yifan Pu Zhuofan Xia Jiayi Guo Dongchen Han Qixiu Li ... Ji Li Yizeng Han Shiji Song Gao Huang Xiu Li 56 11 0 11 Aug 2024
MacFormer: Semantic Segmentation with Fine Object Boundaries Guoan Xu Wenfeng Huang Tao Wu Ligeng Chen Wenjing Jia Guangwei Gao Xiatian Zhu Stuart W. Perry 33 0 0 11 Aug 2024
Efficient Face Super-Resolution via Wavelet-based Feature Enhancement Network Wenjie Li Heng Guo Xuannan Liu Kongming Liang Jiani Hu Zhanyu Ma Jun Guo CVBM 39 8 0 29 Jul 2024
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution Dinh Phu Tran Dao Duy Hung Daeyoung Kim SupR 35 0 0 23 Jul 2024
Beyond Image Prior: Embedding Noise Prior into Conditional Denoising Transformer Yuanfei Huang Hua Huang ViT 45 1 0 12 Jul 2024
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation Yuchuan Tian Jianhong Han Hanting Chen Yuanyuan Xi Guoyang Zhang Jie Hu Chao Xu Yunhe Wang ViT VLM 34 7 0 30 Jun 2024
ConStyle v2: A Strong Prompter for All-in-One Image Restoration Dongqi Fan Junhao Zhang Liang Chang VLM 32 2 0 26 Jun 2024
SR-CACO-2: A Dataset for Confocal Fluorescence Microscopy Image Super-Resolution Soufiane Belharbi Mara K M Whitford Phuong Hoang Shakeeb Murtaza Luke McCaffrey Eric Granger 39 0 0 13 Jun 2024
Sharing Key Semantics in Transformer Makes Efficient Image Restoration Bin Ren Yawei Li Jingyun Liang Rakesh Ranjan Mengyuan Liu Rita Cucchiara Luc Van Gool Ming-Hsuan Yang N. Sebe 32 3 0 30 May 2024
Efficient Visual State Space Model for Image Deblurring Lingshun Kong Jiangxin Dong Ming-Hsuan Yang Jinshan Pan 38 3 0 23 May 2024
Exploring the Low-Pass Filtering Behavior in Image Super-Resolution Haoyu Deng Zijing Xu Yule Duan Xiao Wu Wenjie Shu Liang-Jian Deng SupR 28 4 0 13 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 36 12 0 11 May 2024
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution S. Chu Zhi-chao Dou Jeng-Shyang Pan Shaowei Weng Junbao Li ViT 31 4 0 08 May 2024
Frequency-Assisted Mamba for Remote Sensing Image Super-Resolution Yi Xiao Qiangqiang Yuan Kui Jiang Yuzeng Chen Qiang Zhang Chia-Wen Lin Mamba 25 35 0 08 May 2024
MIPI 2024 Challenge on Demosaic for HybridEVS Camera: Methods and Results Yaqi Wu Zhihao Fan X. Chu Jimmy S. Ren Xiaoming Li ... Hui Xiong Wei Yu Bingchun Luo S. Nathan Priya Kansal 29 4 0 08 May 2024
U-DiTs: Downsample Tokens in U-Shaped Diffusion Transformers Yuchuan Tian Zhijun Tu Hanting Chen Jie Hu Chao Xu Yunhe Wang 31 15 0 04 May 2024
MCMS: Multi-Category Information and Multi-Scale Stripe Attention for Blind Motion Deblurring Nianzu Qiao Lamei Di Changyin Sun 29 0 0 02 May 2024