Deep Generalized Unfolding Networks for Image Restoration

28 April 2022

Qian Wang

Jian Zhang

Papers citing "Deep Generalized Unfolding Networks for Image Restoration"

50 / 86 papers shown

Title
UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration Chunming He Rihan Zhang Fengyang Xiao Chengyu Fang Longxiang Tang Y. Zhang Sina Farsiu 16 0 0 10 May 2025
Optimization of Module Transferability in Single Image Super-Resolution: Universality Assessment and Cycle Residual Blocks Haotong Cheng Zhiqi Zhang Hao Li X. Zhang SupR 44 0 0 06 May 2025
AdaQual-Diff: Diffusion-Based Image Restoration via Adaptive Quality Prompting Xin Su Chen Wu Yu Zhang Chen Lyu Zhuoran Zheng 31 0 0 17 Apr 2025
An Efficient and Mixed Heterogeneous Model for Image Restoration Yubin Gu Yuan Meng Kaihang Zheng Xiaoshuai Sun Jiayi Ji Weijian Ruan Liujuan Cao Rongrong Ji 16 0 0 15 Apr 2025
Beyond Degradation Conditions: All-in-One Image Restoration via HOG Transformers Jiawei Wu Zhifei Yang Z. Wang Zhi Jin 17 0 0 12 Apr 2025
Cat-AIR: Content and Task-Aware All-in-One Image Restoration Jiachen Jiang Tianyu Ding K. Zhang Jinxin Zhou Tianyi Chen Ilya Zharkov Zhihui Zhu Luming Liang 49 0 0 23 Mar 2025
Vision-Language Gradient Descent-driven All-in-One Deep Unfolding Networks Haijin Zeng Xiangming Wang Yongyong Chen Jingyong Su Jie Liu 50 0 0 21 Mar 2025
Sampling Innovation-Based Adaptive Compressive Sensing Zhifu Tian Tao Hu Chaoyang Niu Di Wu Shu Wang 41 0 0 17 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 46 0 0 12 Mar 2025
Comprehensive Examination of Unrolled Networks for Solving Linear Inverse Problems Eric Chen Xi Chen A. Maleki S. Jalali 33 0 0 08 Jan 2025
Dual Degradation-Inspired Deep Unfolding Network for Low-Light Image Enhancement Huake Wang Xingsong Hou Xiaoyang Yan Kaibing Zhang Xiangyong Cao Xueming Qian 86 0 0 03 Jan 2025
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration Hao Li Xiang Chen Jiangxin Dong Jinhui Tang Jinshan Pan 57 2 0 02 Dec 2024
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Eduard Zamfir Zongwei Wu Nancy Mehta Yuedong Tan Danda Pani Paudel Yulun Zhang Radu Timofte MoE 82 1 0 27 Nov 2024
AllRestorer: All-in-One Transformer for Image Restoration under Composite Degradations J. Mao Y. Yang Xuesong Yin Ling Shao Hao Tang 31 0 0 16 Nov 2024
All-in-one Weather-degraded Image Restoration via Adaptive Degradation-aware Self-prompting Model Yuanbo Wen Tao Gao Ziqi Li Jing Zhang Kaihao Zhang Ting Chen VLM DiffM 19 0 0 12 Nov 2024
EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture Models Shangquan Sun Wenqi Ren Z. Liu Hyunhee Park Rui Wang Xiaochun Cao 23 0 0 30 Oct 2024
LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration Yuang Ai Huaibo Huang Ran He 25 1 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 34 10 0 19 Oct 2024
Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image Restorers Jin Cao Deyu Meng Xiangyong Cao CLL 16 1 0 11 Oct 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 82 5 0 28 Aug 2024
Unrolled Decomposed Unpaired Learning for Controllable Low-Light Video Enhancement Lingyu Zhu Wenhan Yang Baoliang Chen Hanwei Zhu Zhangkai Ni Qi Mao Shiqi Wang 43 0 0 22 Aug 2024
UIE-UnFold: Deep Unfolding Network with Color Priors and Vision Transformer for Underwater Image Enhancement Yingtie Lei Jia Yu Yihang Dong Changwei Gong Ziyang Zhou Chi-Man Pun 21 1 0 20 Aug 2024
HAIR: Hypernetworks-based All-in-One Image Restoration Jin Cao Yi Cao Li Pang Deyu Meng Xiangyong Cao 3DH 16 9 0 15 Aug 2024
Contribution-based Low-Rank Adaptation with Pre-training Model for Real Image Restoration Donwon Park Leixian Shen Se Young Chun 14 2 0 02 Aug 2024
Multi-Expert Adaptive Selection: Task-Balancing for All-in-One Image Restoration Xiaoyan Yu Shen Zhou Huafeng Li Liehuang Zhu 29 3 0 27 Jul 2024
Adaptive Frequency Enhancement Network for Single Image Deraining Fei Yan Yuhong He Keyu Chen En Cheng Jikang Ma 27 0 0 19 Jul 2024
Single-Image Shadow Removal Using Deep Learning: A Comprehensive Survey Laniqng Guo Chong Wang Yufei Wang Siyu Huang Wenhan Yang Alex C. Kot Bihan Wen 35 4 0 11 Jul 2024
Latent Space Imaging Matheus Souza Yidan Zheng Kaizhang Kang Yogeshwar Nath Mishra Qiang Fu Wolfgang Heidrich 42 0 0 09 Jul 2024
OneRestore: A Universal Restoration Framework for Composite Degradation Yu Guo Yuan Gao Yuxu Lu Huilin Zhu R. W. Liu Shengfeng He DiffM 30 0 0 05 Jul 2024
Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network Chengyu Fang Chunming He Fengyang Xiao Yulun Zhang Longxiang Tang Yuelin Zhang Kai Li Xiu Li 32 9 0 12 Jun 2024
Efficient Degradation-aware Any Image Restoration Eduard Zamfir Zongwei Wu Nancy Mehta Danda Dani Paudel Yulun Zhang Radu Timofte 19 5 0 24 May 2024
IFNet: Deep Imaging and Focusing for Handheld SAR with Millimeter-wave Signals Yadong Li Dongheng Zhang Ruixu Geng Jincheng Wu Yang Hu Qibin Sun Yan Chen 16 0 0 03 May 2024
Spatial-frequency Dual-Domain Feature Fusion Network for Low-Light Remote Sensing Image Enhancement Zishu Yao Guodong Fan Jinfu Fan Senior Member Ieee Min Gan F. I. C. L. Philip Chen 26 14 0 26 Apr 2024
Harnessing Joint Rain-/Detail-aware Representations to Eliminate Intricate Rains Wu Ran Peirong Ma Zhiquan He Hao Ren Hong-wei Lu 24 4 0 18 Apr 2024
Dual-Scale Transformer for Large-Scale Single-Pixel Imaging Gang Qu Ping Wang Xin Yuan MedIm 19 1 0 07 Apr 2024
SGDFormer: One-stage Transformer-based Architecture for Cross-Spectral Stereo Image Guided Denoising Runmin Zhang Zhuopu Yu Zehua Sheng Jiacheng Ying Sixi Cao Shu-Jie Chen Bailin Yang Junwei Li Hui-Liang Shen 14 3 0 30 Mar 2024
Invertible Diffusion Models for Compressed Sensing Bin Chen Zhenyu Zhang Weiqi Li Chen Zhao Jiwen Yu Shijie Zhao Jie Chen Jian Andrew Zhang DiffM 33 5 0 25 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 16 5 0 21 Mar 2024
Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion Model Dian Zheng Xiao-Ming Wu Shuzhou Yang Jian Zhang Jianfang Hu Wei-Shi Zheng DiffM 26 27 0 17 Mar 2024
Progressive Divide-and-Conquer via Subsampling Decomposition for Accelerated MRI Chong Wang Lanqing Guo Yufei Wang Hao Cheng Yi Yu Bihan Wen 23 9 0 15 Mar 2024
Learning to Deblur Polarized Images Chu Zhou Minggui Teng Xinyu Zhou Chao Xu Boxin Shi 18 1 0 28 Feb 2024
Dual-Path Coupled Image Deraining Network via Spatial-Frequency Interaction Yuhong He Aiwen Jiang Lingfang Jiang Zhifeng Wang Lu Wang 11 1 0 07 Feb 2024
U-shaped Vision Mamba for Single Image Dehazing Zhuoran Zheng Chen Henry Wu 65 34 0 06 Feb 2024
InstructIR: High-Quality Image Restoration Following Human Instructions Marcos V. Conde Gregor Geigle Radu Timofte DiffM 15 48 0 29 Jan 2024
Robust Stochastically-Descending Unrolled Networks Samar Hadou Navid Naderializadeh Alejandro Ribeiro 43 1 0 25 Dec 2023
Towards Unified Deep Image Deraining: A Survey and A New Benchmark Xiang Chen Jin-shan Pan Jiangxin Dong Jinhui Tang 18 12 0 05 Oct 2023
Joint Correcting and Refinement for Balanced Low-Light Image Enhancement Xiaotian Zhou Hong Shi Yahong Han 16 4 0 28 Sep 2023
A Multi-scale Generalized Shrinkage Threshold Network for Image Blind Deblurring in Remote Sensing Yujie Feng Yin Yang Xiaohong Fan Zhengpeng Zhang Jianping Zhang 8 2 0 14 Sep 2023
Prompt-based Ingredient-Oriented All-in-One Image Restoration Huiyu Gao Depeng Dang DiffM 15 11 0 06 Sep 2023
Cross-Consistent Deep Unfolding Network for Adaptive All-In-One Video Restoration Yuanshuo Cheng Mingwen Shao Yecong Wan Lixu Zhang W. Zuo Deyu Meng VGen 11 2 0 04 Sep 2023