All-in-One Image Restoration

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6 papers in the last four weeks, up 20% on the four weeks before. 0.1% of all new papers.

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  1. HarnessIR: Harnessing Multimodal Foundation Models for Universal Real-World Image Restoration

    Oct 7, 2026Xiangtao Kong, Shuaizheng Liu, Rongyuan Wu +5Image RestorationAll-in-One Image Restoration

    The Hong Kong Polytechnic University · OPPO Research Institute

  2. EORestore-Agent: Fidelity-Guided Agentic Restoration of Remote Sensing Images with Composite Degradations

    Oct 5, 2026Heli Qi, Zeqi Zhou, Jingjun Yi +5All-in-One Image RestorationImage Restoration

    Graduate School of Information, Production and Systems, Waseda University, Kitakyushu, Fukuoka 808-0135, Japan · RIKEN Center for Advanced Intelligence Project (AIP), RIKEN, Tokyo 103-0027, Japan · Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba 277-8561, Japan +2

  3. Learning from Failure: Leveraging Unreliable Predictions in Semi-Supervised Real-World Adverse Weather Removal

    Oct 1, 2026Cap Dang Xuan Kiet, Tat-Jen ChamAll-in-One Image RestorationImage Restoration

    College of Computing and Data Science, Nanyang Technological University, Singapore

  4. Simultaneous Neural Optimal Transport

    Sep 29, 2026Milena Gazdieva, Kirill Sokolov, Jiawei Chen +2All-in-One Image RestorationOptimal Transport

    Applied AI Institute AXXX Moscow, Russia · Lomonosov Moscow State University Moscow, Russia · MIRIAI Moscow, Russia

  5. TaskIR: Task-Driven Image Restoration via Degradation Adaptation and Task Feedback

    Sep 25, 2026Yanjie Tu, Qingsen Yan, Axi Niu +4All-in-One Image RestorationImage Restoration

    Northwestern Polytechnical University · Shenzhen Research Institute of Northwestern Polytechnical University · Xi’an University of Architecture and Technology

  6. Breaking Weather-Content Coupling: Type-Severity Guided Progressive Disentanglement for All-in-One Infrared Restoration

    Sep 23, 2026Xinyao Wang, Lijun He, Zhihan Ren +1Disentangled Representation LearningAll-in-One Image Restoration

    Shaanxi Key Laboratory of Deep Space Exploration Intelligent Information Technology, School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, 710049, Shaanxi, China

  7. GraLoD: Graphics-Inspired Continuous Level-of-Detail Learning for Image Restoration

    Sep 15, 2026Hu Gao, Lizhuang Ma, Yulong ChenMulti-Scale Feature FusionAll-in-One Image Restoration

    Department of Computer Science Shanghai Jiao Tong University Shanghai, China · Department of Architecture and Design Harbin Institute of Technology Heilongjiang, China

  8. UniH3^3: Unifying Hierarchical Homogeneity and Heterogeneity for All-in-One Medical Image Restoration

    Sep 11, 2026Zhiwen Yang, Jiayin Li, Chengyu Liu +3Multi-Task LearningAll-in-One Image Restoration

    School of Biological Science and Medical Engineering, Beihang University, Beijing 100191, China · Department of Biomedical Engineering, Tsinghua University, Beijing 100084, China · Independent Researcher

  9. Efficient All-in-One Weather Restoration using Spectral Harmonization

    Sep 2, 2026Paula Garrido-Mellado, Daniel Feijoo, Yuning Cui +2Image RestorationAll-in-One Image Restoration

    Cidaut AI, Fundaci´on Cidaut, Spain

  10. Uncertainty-Guided Adverse Weather Restoration via Gated Transformer Network

    Sep 2, 2026Zheke Jin, Yuning Cui, Tianle Jin +2Image RestorationAll-in-One Image Restoration

    Chair of Robotics, Artificial Intelligence and Real-time Systems, Technical University of Munich, Munich, Germany · School of Automation, Southeast University, Nanjing, China

  11. Learning to Restore More: Continual Capability Expansion for Pretrained Image Restoration Models

    Aug 31, 2026Hu Gao, Yulong Chen, Lizhuang MaMixture of ExpertsAll-in-One Image Restoration

    Department of Computer Science Shanghai Jiao Tong University Shanghai, China · Department of Architecture and Design Harbin Institute of Technology Heilongjiang, China

  12. DocPure: Prompt-Free Unified Document Restoration via Degradation-Aware Structure-Guided Wavelet Modulation

    Aug 10, 2026Lingming Su, Wanglong Lu, Tao Wang +4Image DeblurringAll-in-One Image Restoration

    College of Computer Science and Artificial Intelligence, Wenzhou University, Wenzhou, China · College of Computer Science and Artificial Intelligence, Wenzhou University, Wenzhou 325035, China · AI Analytics Team, Nasdaq, St. John's, Canada +2

  13. Beyond Uniform Restoration: Empowering All-in-One Restoration with Pixel-Level Multimodal Guidance

    Aug 10, 2026Chunxiao Liu, Wei Liu, Anbin Xiong +1All-in-One Image RestorationImage Restoration

    Xiaomi Corporation Beijing, China

  14. Degradation-Aware Prompt Learning with Cross-Modal Compensation for Adverse Weather Removal

    Aug 7, 2026Wanshu Fan, Yunzhe Zhang, Yue Shen +5Prompt LearningAll-in-One Image Restoration

    School of Software Engineering, Dalian University, Dalian, China · School of Mathematical Sciences, Dalian University of Technology, Dalian, China · The Hong Kong Polytechnic University, Hong Kong, China +2

  15. Bend the Basics: Degradation-Aware Deformable Tokenization for All-in-One Image Restoration

    Aug 7, 2026Zihao He, Yunfeng Wu, Xinchao Wang +1Image Corruption RobustnessAll-in-One Image Restoration

    School of Artificial Intelligence, Shanghai Jiao Tong University, Shanghai, China · Alibaba Group, Beijing, China · School of Advanced Technology, Xi’an Jiaotong-Liverpool University, Suzhou, China +1

  16. SpikeRestormer: Towards Energy-Efficient All-in-One Image Restoration via Unified Event Reasoning

    Aug 3, 2026Shengkai Hu, Jie Shao, Jiaqi Ma +5Efficient Neural Network InferenceAll-in-One Image Restoration

    School of Information Engineering, Zhongnan University of Economics and Law, Wuhan, China · Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, United Arab Emirates · School of Computer Science, Wuhan University, Wuhan, China +1

  17. What to Remove, What to Preserve: Dual-Ambiguity Rectification for All-in-One Image Restoration

    Jul 30, 2026Cencen Liu, Wen Yin, Dongyang Zhang +6Representation LearningRepresentation Disentanglement

    University of Electronic Science and Technology of China · University of Electronic Science and Technology of China, Chengdu, Sichuan, China · Jiigan Technology +1

  18. CoRE-UIR: Prior-guided common and residual experts for efficient all-in-one remote sensing image restoration

    Jul 30, 2026Zaiyan Zhang, Qiangqiang Yuan, Jie Li +5Mixture of ExpertsAll-in-One Image Restoration

    School of Geodesy and Geomatics, Wuhan University, Wuhan 430079, Hubei, China · School of Artificial Intelligence, Wuhan University, Wuhan 430072, Hubei, China · State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan 430079, Hubei, China

  19. The Second LoViF 2026 Challenge on Real-World All-in-One Image Restoration: Methods and Results

    Jul 23, 2026Xiang Chen, Hao Li, Jiangxin Dong +89Image Corruption RobustnessAll-in-One Image Restoration

  20. QuReC: All-in-One Image Restoration with Query-Specific Guidance and Local-Global Response Calibration

    Jul 16, 2026Shen Zhou, Jinghui Zhang, Wenbo Huang +7All-in-One Image RestorationImage Restoration

    Southeast University Nanjing, China · Hainan University Hainan, China

  21. CURE: Controllable Unified Image Restoration for Complex Degradations

    Jul 3, 2026Boseong Kim, Donghyeon ChoDisentangled Representation LearningAll-in-One Image Restoration

    Department of Computer Science, Hanyang University, Seoul, South Korea

  22. MG-SpaIR: Multi-grade Sparse-guided Implicit Representation for Training-Data-Free Image Restoration

    Jun 30, 2026Jianmin Liao, Lei Huang, Ronglong Fang +3Implicit Neural RepresentationsAll-in-One Image Restoration

    Department of Mathematics, Syracuse University, 215 Carnegie Building, Syracuse, 13210, NY, USA. · Department of Mathematics & Statistics, Old Dominion University, 2300 Engineering & Computational Sciences Building, Norfolk, 23529, VA, USA. · Department of Medical Physical, Memorial Sloan Kettering Cancer Center, 1250 First Avenue, New York, 10065, NY, USA. +1

  23. Learning Adaptive Dynamical Features via Multi-ττ Liquid-Mamba for All-in-one Image Restoration

    Jun 22, 2026Hu Gao, Changshuo Wang, Yulong Chen +1MambaSelective SSMs

    Department of Computer Science, Shanghai Jiao Tong University, Shanghai 200240, China · Department of Architecture and Design, Harbin Institute of Technology, Heilongjiang, China

  24. DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration

    Jun 17, 2026Yanjie Tu, Qingsen Yan, Axi Niu +3All-in-One Image RestorationImage Restoration

    School of Computer Science, Northwestern Polytechnical University, Xi’an 710000, China · Shenzhen Research Institute of Northwestern Polytechnical University, Shenzhen 518057, China · State Key Laboratory of Internet of Things for Smart City, University of Macau, Macau 999078, China

  25. Universal Image Restoration via Internalized Chain-of-Thought Reasoning

    Jun 16, 2026Yu Guo, Zhengru Fang, Shengfeng He +4All-in-One Image RestorationImage Restoration

    Hong Kong JC Lab of Smart City and the Department of Computer Science, City University of Hong Kong · School of Computing and Information Systems, Singapore Management University · Computer Science and Information Engineering, National Taiwan University

  26. DDTNet: Degradation Disentanglement and Transfer Network for Test-Time All-in-One De-weathering Adaptation

    Jun 15, 2026Kuan-Hung Lin, Fu-Jen Tsai, Yan-Tsung Peng +3Test-Time AdaptationDistribution Shift

    National Yang Ming Chiao Tung University, Hsinchu 300093, Taiwan · National Tsing Hua University, Hsinchu 300044, Taiwan · National Chengchi University, Taipei 116011, Taiwan +1

  27. Geodesic Flow Matching on a Riemannian Degradation Manifold for Blind Image Restoration

    Jun 4, 2026Akshay Janardan Bankar, Ankita Chatterjee, Sayan Banerjee +3Flow MatchingRiemannian Flow Matching

    Samsung Research Institute, Bangalore, India

  28. DiTTo: Scalable Order-aware All-in-One Image Restoration Agent

    May 29, 2026Seungho Choi, Jihyong OhAll-in-One Image RestorationImage Restoration

    CMLab, Chung-Ang University

  29. Self-supervised Dynamic Heterogeneous Degradation Modeling for Unified Zero-Shot Image Restoration

    May 23, 2026XiaoWan Hu, Jing Yang, HeNan Liu +2Diffusion Models for Image RestorationDiffusion Model Sampling

    Beihang University · Tsinghua University

  30. EvoIR-Agent: Self-Evolving Image Restoration Agentic System via Experience-Driven Learning

    May 21, 2026Kailin Zhuang, Jiawei Wu, Zhi JinAll-in-One Image RestorationImage Restoration

    School of Intelligent Systems Engineering Shenzhen Campus of Sun Yat-sen University, Guangdong, China · Guangdong Provincial Key Laboratory of Fire Science and Intelligent Emergency Technology, Shenzhen, China

  31. Degradation Frequency Curve: An Explicit Frequency-Quantified Representation for All-in-One Image Restoration

    May 17, 2026Xinghua Huang, Zhixiong Yang, Chen Wu +6Frequency-Domain Feature LearningFrequency-Domain Image Processing

    College of Electronic Science, National University of Defense Technology, Changsha, 410073, China · College of Electronic Engineering, Beihang University, Beijing, 100191, China · VCIP, School of Computer Science, Nankai University, Tianjin, 300071, China

  32. Expandable, Compressible, Mineable: Open-World Thermal Image Restoration

    May 16, 2026Pu Li, Huafeng Li, Yafei Zhang +3Continual LearningAll-in-One Image Restoration

    Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Yunnan, China · School of Mathematics and Statistics, Yunnan University, Yunnan, China · Shenzhen Key Laboratory of Visual Object Detection and Recognition, Harbin Institute of Technology, Shenzhen, China

  33. IG-Diff: Complex Night Scene Restoration with Illumination-Guided Diffusion Model

    May 14, 2026Yifan Chen, Fei Yin, Chunle Guo +2Diffusion Models for Image RestorationDiffusion Model Guidance

    Tsinghua Univerisity · NanKai University

  34. PVRF: All-in-one Adverse Weather Removal via Prior-modulated and Velocity-constrained Rectified Flow

    May 13, 2026Wei Dong, Han Zhou, Terry Ji +6Rectified FlowAll-in-One Image Restoration

    McMaster University · Shanghai Jiao Tong University

  35. X-Restormer++: 1st Place Solution for the UG2+ CVPR 2026 All-Weather Restoration Challenge

    May 13, 2026Youwei Pan, Leilei Cao, Yingfang Zhu +1All-in-One Image RestorationImage Restoration

    TEX AI, Transsion Holdings

  36. Unifying Physically-Informed Weather Priors in A Single Model for Image Restoration Across Multiple Adverse Weather Conditions

    May 13, 2026Jiaqi Xu, Xiaowei Hu, Lei Zhu +1Physics-Guided Image RestorationAll-in-One Image Restoration

    Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China · Shanghai Artificial Intelligence Laboratory, Shanghai, China · ROAS Thrust, the Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China +1

  37. Leveraging Multimodal Large Language Models for All-in-One Image Restoration via a Mixture of Frequency Experts

    May 12, 2026Eunho Lee, Rei Kawakami, Youngbae HwangMixture of ExpertsAll-in-One Image Restoration

    Chungbuk National University, Cheongju 28644, Republic of Korea · Institute of Science Tokyo, Tokyo 152-8550, Japan

  38. DRNet: All-in-One Image Restoration via Prior-Guided Dynamic Reparameterization

    May 9, 2026Ao Li, Xiaoning Liu, Sheng Li +5All-in-One Image RestorationImage Restoration

    School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu 611731, Sichuan, China · School of Communications and Information Engineering, Chongqing University of Posts and Telecommunication, Chongqing 400065, China

  39. Continuous Expert Assembly: Instance-Conditioned Low-Rank Residuals for All-in-One Image Restoration

    May 7, 2026Haisen He, Xiangyu Zou, SongLin Dong +3Low-Rank AdaptationAll-in-One Image Restoration

    Southern University of Science and Technology · Shenzhen University · Shenzhen University of Advanced Technology +1

  40. Degradation-Aware Adaptive Context Gating for Unified Image Restoration

    May 2, 2026Lei He, Jielei Chu, Fengmao Lv +4All-in-One Image RestorationImage Restoration

  41. Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations

    Apr 27, 2026Zhengru Fang, Yu Guo, Fei Liu +5Image Corruption RobustnessAll-in-One Image Restoration

    City University of Hong Kong · Tsinghua University

  42. 6thGrid-Net: Unified Remote Sensing Image Dehazing Based on Color Restoration and Edge-Preserving

    Apr 27, 2026Runci Bai, Kui Jiang, Xiang Chen +4Remote SensingAll-in-One Image Restoration

    China Academy of Information and Communications Technology, Beijing 100080, China · Harbin Institute of Technology, Harbin 150000, China · Nanjing University of Science and Technology, Nanjing 210094, China +3

  43. Breaking Degradation Coupling: A Structural Entropy Guided Decoupled Framework and Benchmark for Infrared Enhancement

    Apr 24, 2026Pu Li, Huafeng Li, Yafei Zhang +2Thermal ImagingImage Enhancement

    Faculty of Information Engineering and Automation, Kunming University of Science and Technology · Department of Biomedical Engineering, Hefei University of Technology · School of Mathematics and Statistics, Yunnan University

  44. IR-Flow: Bridging Discriminative and Generative Image Restoration via Rectified Flow

    Apr 21, 2026Zihao Fan, Xin Lu, Jie Xiao +3Rectified FlowAll-in-One Image Restoration

    MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, School of Information Science and Technology, University of Science and Technology of China

  45. LoViF 2026 Challenge on Real-World All-in-One Image Restoration: Methods and Results

    Apr 21, 2026Xiang Chen, Hao Li, Jiangxin Dong +54Image Corruption RobustnessAll-in-One Image Restoration

  46. OmniLight: One Model to Rule All Lighting Conditions

    Apr 16, 2026Youngjin Oh, Junyoung Park, Junhyeong Kwon +1Shadow RemovalImage Enhancement

    Department of ECE, INMC, Seoul National University, South Korea · IPAI, Seoul National University, South Korea

  47. PASDiff: Physics-Aware Semantic Guidance for Joint Real-World Low-Light Face Enhancement and Restoration

    Mar 26, 2026Yilin Ni, Wenjie Li, Zhengxue Wang +3Diffusion Model GuidanceLow-Light Image Enhancement

    College of Automation, Nanjing University of Posts and Telecommunications, Nanjing, China · School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China · PCA Lab, School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China +1

  48. Unified Removal of Raindrops and Reflections: A New Benchmark and A Novel Pipeline

    Mar 17, 2026Xingyu Liu, Zewei He, Yu Chen +4Diffusion Models for Image RestorationImage Enhancement

    Huanjiang Laboratory, Zhuji, China · School of Aeronautics and Astronautics, Zhejiang University, Hangzhou, China · Hangzhou Institute of Technology, Xidian University, Hangzhou, China +1

  49. Rectification Reimagined: A Unified Mamba Model for Image Correction and Rectangling with Prompts

    Dec 21, 2025Linwei Qiu, Gongzhe Li, Xiaozhe Zhang +2All-in-One Image Restoration

    Tianmushan Laboratory, Beihang University, Hangzhou, China · State Key Laboratory of High-Efficiency Reusable Aerospace Transportation Technology, Beijing, China · School of Astronautics, Beihang University, Beijing, China +2

  50. ClusIR: Towards Cluster-Guided All-in-One Image Restoration

    Dec 11, 2025Shengkai Hu, Jiaqi Ma, Xu Zhang +3Mixture of ExpertsAll-in-One Image Restoration

    Mohamed bin Zayed University of Artificial Intelligence Abu Dhabi, United Arab Emirates · Nanyang Technological University Singapore, Singapore