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
Sparse Reconstruction of Optical Doppler Tomography with Alternative State Space Model and Attention Zhenghong Li Jiaxiang Ren Wensheng Cheng C. Du Yingtian Pan Haibin Ling 50 0 0 26 Apr 2024
Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring Chengxu Liu Xuan Wang Xiangyu Xu Ruhao Tian Shuai Li Xueming Qian Ming-Hsuan Yang 36 14 0 19 Apr 2024
Real-World Efficient Blind Motion Deblurring via Blur Pixel Discretization Insoo Kim Jae Seok Choi Geonseok Seo Kinam Kwon Jinwoo Shin Hyong-Euk Lee 50 3 0 18 Apr 2024
The Ninth NTIRE 2024 Efficient Super-Resolution Challenge Report Bin Ren Yawei Li Nancy Mehta Radu Timofte Hongyuan Yu ... P. Yashaswini Chaitra Desai R. Tabib Ujwala Patil U. Mudenagudi SupR 47 34 0 16 Apr 2024
Referring Flexible Image Restoration Runwei Guan Rongsheng Hu Zhuhao Zhou Tianlang Xue Ka Lok Man Jeremy S. Smith Eng Gee Lim Weiping Ding Yutao Yue 37 0 0 16 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 39 33 0 15 Apr 2024
LIPT: Latency-aware Image Processing Transformer Junbo Qiao Wei Li Haizhen Xie Hanting Chen Yunshuai Zhou Zhijun Tu Jie Hu Shaohui Lin SupR VLM 39 1 0 09 Apr 2024
Empowering Image Recovery_ A Multi-Attention Approach Juan Wen Yawei Li Chao Zhang Weiyan Hou Radu Timofte Luc Van Gool 48 0 0 06 Apr 2024
GAMA-IR: Global Additive Multidimensional Averaging for Fast Image Restoration Youssef Mansour Reinhard Heckel 40 0 0 31 Mar 2024
IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions Zhijun Tu Kunpeng Du Hanting Chen Hai-lin Wang Wei Li Jie Hu Yunhe Wang ViT 44 4 0 31 Mar 2024
Spread Your Wings: A Radial Strip Transformer for Image Deblurring Duosheng Chen Shihao Zhou Jinshan Pan Jinglei Shi Lishen Qu Jufeng Yang ViT 27 0 0 30 Mar 2024
Look-Around Before You Leap: High-Frequency Injected Transformer for Image Restoration Shihao Zhou Duosheng Chen Jinshan Pan Jufeng Yang 40 2 0 30 Mar 2024
Transfer CLIP for Generalizable Image Denoising Junting Cheng Dong Liang Shan Tan VLM 43 12 0 22 Mar 2024
AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation Yuning Cui Syed Waqas Zamir Salman Khan Alois Knoll Mubarak Shah Fahad Shahbaz Khan 40 17 0 21 Mar 2024
Boosting Image Restoration via Priors from Pre-trained Models Xiaogang Xu Shu Kong Tao Hu Zhe Liu Ruixing Wang VLM DiffM 41 2 0 11 Mar 2024
Adaptive Multi-modal Fusion of Spatially Variant Kernel Refinement with Diffusion Model for Blind Image Super-Resolution Junxiong Lin Yan Wang Zeng Tao Boyang Wang Qing Zhao ... Yuxuan Lin Wei Song Jiawen Yu Shaoqi Yan Wenqiang Zhang 29 2 0 09 Mar 2024
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation Weibin Liao Yinghao Zhu Xinyuan Wang Cehngwei Pan Yasha Wang Liantao Ma Mamba 43 65 0 08 Mar 2024
A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning Yuelin Zhang Pengyu Zheng Wanquan Yan Chengyu Fang Shing Shin Cheng MedIm 42 8 0 05 Mar 2024
APISR: Anime Production Inspired Real-World Anime Super-Resolution Boyang Wang Fengyu Yang Xihang Yu Chao Zhang Han Zhao SupR 57 11 0 03 Mar 2024
IRConStyle: Image Restoration Framework Using Contrastive Learning and Style Transfer Dongqi Fan Xin Zhao Liang Chang 32 1 0 24 Feb 2024
MambaIR: A Simple Baseline for Image Restoration with State-Space Model Hang Guo Jinmin Li Tao Dai Zhihao Ouyang Xudong Ren Shu-Tao Xia Mamba 58 202 0 23 Feb 2024
Key-Graph Transformer for Image Restoration Bin Ren Yawei Li Christos Sakaridis Rakesh Ranjan Mengyuan Liu Rita Cucchiara Luc Van Gool N. Sebe 42 1 0 04 Feb 2024
LIR: A Lightweight Baseline for Image Restoration Dongqi Fan Ting Yue Xin Zhao Renjing Xu Liang Chang 33 0 0 02 Feb 2024
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration Amirhosein Ghasemabadi Muhammad Kamran Janjua Mohammad Salameh Chunhua Zhou Fengyu Sun Di Niu 35 11 0 26 Jan 2024
Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary Leheng Zhang Yawei Li Xingyu Zhou Xiaorui Zhao Shuhang Gu SupR 21 27 0 16 Jan 2024
Efficient Image Deblurring Networks based on Diffusion Models Kang Chen Yuanjie Liu DiffM 16 2 0 11 Jan 2024
Transforming Image Super-Resolution: A ConvFormer-based Efficient Approach Gang Wu Junjun Jiang Junpeng Jiang Xianming Liu SupR 43 7 0 11 Jan 2024
Lightweight Adaptive Feature De-drifting for Compressed Image Classification Long Peng Yang Cao Yuejin Sun Yang Wang 44 16 0 03 Jan 2024
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring Xin Gao Tianheng Qiu Xinyu Zhang Hanlin Bai Kang Liu Xuan Huang Hu Wei Guoying Zhang Huaping Liu 27 9 0 29 Dec 2023
Learning Exhaustive Correlation for Spectral Super-Resolution: Where Spatial-Spectral Attention Meets Linear Dependence Hongyuan Wang Lizhi Wang Jiang Xu Chang Chen Xue Hu Fenglong Song Youliang Yan 27 0 0 20 Dec 2023
Agent Attention: On the Integration of Softmax and Linear Attention Dongchen Han Tianzhu Ye Yizeng Han Zhuofan Xia Siyuan Pan Pengfei Wan Shiji Song Gao Huang 37 74 0 14 Dec 2023
Language-driven All-in-one Adverse Weather Removal Hao Yang Liyuan Pan Yan Yang Wei Liang VLM KELM 29 18 0 03 Dec 2023
EAFP-Med: An Efficient Adaptive Feature Processing Module Based on Prompts for Medical Image Detection Xiang Li Long Lan Husam Lahza Shaowu Yang Shuihua Wang Wenjing Yang Hengzhu Liu Yudong Zhang MedIm 13 1 0 27 Nov 2023
VCISR: Blind Single Image Super-Resolution with Video Compression Synthetic Data Boyang Wang Bowen Liu Shiyu Liu Fengyu Yang 27 7 0 02 Nov 2023
Always Clear Days: Degradation Type and Severity Aware All-In-One Adverse Weather Removal Yu-Wei Chen Soo-Chang Pei 35 9 0 27 Oct 2023
Lookup Table meets Local Laplacian Filter: Pyramid Reconstruction Network for Tone Mapping Feng Zhang Ming Tian Zhiqiang Li Bin Xu Qingbo Lu Changxin Gao Nong Sang 19 9 0 26 Oct 2023
Image Denoising via Style Disentanglement Jingwei Niu Junting Cheng Shan Tan 19 0 0 26 Sep 2023
LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network Hao Yang Liyuan Pan Yan Yang Richard Hartley Miaomiao Liu VLM 42 9 0 19 Jul 2023
Operational Support Estimator Networks Mete Ahishali Mehmet Yamaç S. Kiranyaz Moncef Gabbouj 43 1 0 12 Jul 2023
Minimalist and High-Quality Panoramic Imaging with PSF-aware Transformers Zhijie Xu Shaohua Gao Yao Gao Kailun Yang Zhonghua Yi Haowen Shi Lei Sun Kaiwei Wang 39 10 0 22 Jun 2023
Efficient Mixed Transformer for Single Image Super-Resolution Ling Zheng Jinchen Zhu Jinpeng Shi Shizhuang Weng 40 19 0 19 May 2023
Uncertainty-Aware Source-Free Adaptive Image Super-Resolution with Wavelet Augmentation Transformer Yuang Ai Xiaoqiang Zhou Huaibo Huang Lei Zhang Ran He 38 2 0 31 Mar 2023
SDAT: Sub-Dataset Alternation Training for Improved Image Demosaicing Yuval Becker R. Nossek Tomer Peleg 30 1 0 28 Mar 2023
Hybrid Spectral Denoising Transformer with Guided Attention Zeqiang Lai C. Yan Ying Fu 31 20 0 16 Mar 2023
Recursive Generalization Transformer for Image Super-Resolution Zheng Chen Yulun Zhang Jinjin Gu L. Kong Xiaokang Yang ViT 21 27 0 11 Mar 2023
Multi-scale Attention Network for Single Image Super-Resolution Yan Wang Yusen Li Gang Wang Xiaoguang Liu SupR 39 37 0 28 Sep 2022
Deep Variation Prior: Joint Image Denoising and Noise Variance Estimation without Clean Data Rihuan Ke 14 1 0 19 Sep 2022
Towards Flexible Blind JPEG Artifacts Removal Jiaxi Jiang Kaicheng Zhang Radu Timofte 72 106 0 29 Sep 2021
A Systematic Survey of Deep Learning-based Single-Image Super-Resolution Juncheng Li Zehua Pei Wenjie Li Guangwei Gao Longguang Wang Yingqian Wang T. Zeng 31 46 0 29 Sep 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 313 3,625 0 24 Feb 2021