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14 papers in the last four weeks, up 250% on the four weeks before. 0.1% of all new papers.

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

    Oct 1, 2026Cap Dang Xuan Kiet, Tat-Jen ChamImage RestorationRestoration

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

  2. End-to-End Historical Music Restoration in Latent Space

    Sep 30, 2026Steven Cho, Junghyun Koo, Raphael Lafargue +3RestorationDegradation

    ETH Zurich · Sony Corporate Technology Center America, Inc. · Sony Europe Ltd. +2

  3. Principled MAP estimation for inverse problems: bridging the gap between convergence and performance

    Sep 29, 2026Alexandre Lagier, Valentine Tosel, Anne Gagneux +2Bayesian Inverse ProblemsIterative Denoising Methods

    ENS de Lyon, CNRS, Université Claude Bernard Lyon 1, Inria, LIP UMR 5668, 69342 Lyon Cedex 07, France · Univ. Bordeaux, Inria, Bordeaux INP, IMB, UMR 5251, F-33400 Talence, France · Inria, ENS de Lyon, CNRS, Université Claude Bernard Lyon 1, LIP UMR 5668, 69342 Lyon Cedex 07, France

  4. Think Before You Restore: Risk-Aware Manchu Manuscript Restoration with Stroke-Guided Attention

    Sep 28, 2026Mingqiu Liang, Dongdong Wang, Siyang Lu +2RestorationHistorical Manuscripts

    School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China · College of Design, Construction, and Planning, University of Florida, Gainesville, FL, USA · School of Japanese Studies, Dalian University of Foreign Languages, Dalian, China

  5. Livin' on a Prior: Likelihood Score Approximation for Inverse Problems

    Sep 28, 2026Rostislav Makarov, Tal Peer, Danilo de Oliveira +1Bayesian Inverse ProblemsInverse Problem

    Signal Processing University of Hamburg Hamburg, Germany

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

    Sep 25, 2026Yanjie Tu, Qingsen Yan, Axi Niu +4Image RestorationRestoration

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

  7. SEE Challenge 2026: Event-Guided Brightness Adjustment Across a Broad Illumination Range

    Sep 24, 2026Yunfan Lu, Mingchao Xu, Hanyu Zhou +9RestorationChallenges

    Hong Kong University of Science and Technology (Guangzhou) · National University of Singapore · Xidian University +5

  8. Apollo Restore: A Foundation LLM for Historical Greek Optimized for Fill-in-the-Middle Restoration of Ancient Greek Texts

    Sep 18, 2026Hope McGovern, Anna Dolganov, Samuel Belkadi +3GreekHistorical Manuscripts

    Mistral AI · Austrian Academy of Sciences · Reply +1

  9. PhyRestore: Physics-Structured Latent-Factor Restoration

    Sep 17, 2026Ahmed Shafee, Chayan LahiriSoilProbabilistic Basin-Scale Runoff Lstms

    Department of Computer Science Adams State University Alamosa, CO, USA · Department of Geosciences Adams State University Alamosa, CO, USA

  10. RiskChainBench: A Benchmark for Obfuscated Platform Message Restoration and Evidence-Grounded Web Investigation

    Sep 15, 2026ZhuoXin Liu, Zhiming Ma, Ying Zhang +10ObfuscationRestoration

    Baidu · SmartFlowAI · JD Technology +3

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

    Sep 15, 2026Hu Gao, Lizhuang Ma, Yulong ChenImage RestorationRestoration

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

  12. Evidence-Aligned Local Composition of Discrete Experts for Sequence Restoration

    Sep 14, 2026Mohammad Panahazari, Usman A. Khan, Shuchin AeronRestorationExpert Demonstrations

    Department of Electrical and Computer Engineering, Tufts University, Medford, Massachusetts · Boston College, Chestnut Hill, Massachusetts

  13. Mi-Ripple: Restoring Images Degraded by Iterative AI Editing

    Sep 11, 2026Jiayin Chen, Yicheng Xu, Muting WangImage RestorationRestoration

    Key Laboratory of System Software (Chinese Academy of Sciences), Beijing, China · Miyang Technology (Shanghai) Co., Ltd., Shanghai, China · Institute of Software, Chinese Academy of Sciences, Beijing, China +3

  14. Leveraging Imperfect Restoration for Data Availability Attack

    Sep 7, 2026Yi Huang, Jeremy Styborski, Mingzhi Lyu +2Black-Box Adversarial AttacksRestoration

    College of Computing and Data Science, Nanyang Technological University, Singapore · Rapid-Rich Object Search (ROSE) Lab, Interdisciplinary Graduate Programme, Nanyang Technological University, Singapore

  15. SafeRestore: Detector-Relative Risk Certificates for Selective Industrial Image Restoration

    Sep 3, 2026Shaoliang Yang, Jun WangImage RestorationRestoration

    Santa Clara University Santa Clara, CA 95053, USA

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

    Aug 31, 2026Hu Gao, Yulong Chen, Lizhuang MaImage RestorationRestoration

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

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

    Aug 10, 2026Chunxiao Liu, Wei Liu, Anbin Xiong +1Image RestorationRestoration

    Xiaomi Corporation Beijing, China

  18. CoRe-UIE: Rethinking Coexisting and Region-wise Degradation for Underwater Image Enhancement

    Aug 10, 2026Weifeng Kong, Chenghao Xu, Lin Chen +2Underwater Image Enhancement MethodsQuery-Specific Degradation-Aware Representation

    Hohai University Jiangsu, China

  19. RMR-Net: Degradation-Evidence-Guided Road-Image Restoration for Defect Detection

    Aug 9, 2026Amir Ghorbani, Amirali K. Gostar, WeiQin Chuah +3PavementImage Restoration

    School of Engineering, RMIT University, Melbourne, VIC 3000, Australia

  20. Structural Guidance for Unified Joint Demosaicing and Denoising

    Aug 7, 2026Qixin Zheng, Ping Chen, Qiangqiang Shen +1Image RestorationRestoration

    Harbin Institute of Technology (Shenzhen), Shenzhen, China

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

    Aug 7, 2026Wanshu Fan, Yunzhe Zhang, Yue Shen +5Query-Specific Degradation-Aware RepresentationVisual Degradation

    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

  22. LiteKD-Net: Lightweight Knowledge-Distilled Network for Mobile Image Denoising

    Aug 6, 2026Zhou ZhiyiIterative Denoising MethodsMobilenetv2

    Global College Shanghai Jiaotong University Shanghai, China

  23. Adaptive Modality Reliability Diagnosis and Restoration for Robust Multimodal Intent Recognition

    Aug 4, 2026Suraj Kumar, Mohnish Raj, Soumi Chattopadhayay +2Multimodal FusionRestoration

  24. Loop-Mamba: A Loop Mamba with Degradation-Aware and Shared Memory for Old Photo Restoration

    Aug 3, 2026Runci Bai, Yucheng Xin, Pu Wang +8Query-Specific Degradation-Aware RepresentationImage Restoration

    China Academy of Information and Communications Technology · Shandong Normal University · Shandong University +5

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

    Aug 3, 2026Shengkai Hu, Jie Shao, Jiaqi Ma +5Query-Specific Degradation-Aware RepresentationSpiking Neural Networks

    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

  26. Local Margin Restoration for Test-Time Adaptation of Vision-Language Models

    Aug 3, 2026Yan Huang, Guowei Wang, Xu Wang +2Vision-Language Model AdaptationTest-Time Adaptation

    Guangzhou University Guangzhou, China · The Second Affiliated Hospital of Guangzhou University of Chinese Medicine Guangzhou, China · Jinan University Zhuhai, China +1

  27. When Extreme Darkness Meets Motion Blur: MeanFlow for Unified RAW Restoration

    Aug 3, 2026Zepu Wang, Jingze Liang, Weijie Xiao +1Low-Light Image EnhancementMotion Blur

    University of Electronic Science and Technology of China

  28. MDTD-ArtIR: Benchmarking Image Editing and Restoration Models for Art Image Restoration under Texture-Overlay Degradations

    Aug 1, 2026Mridula Vijendran, Shuang Chen, Hubert P. H. ShumImage RestorationRestoration

    Department of Computer Science, Durham University, Durham, United Kingdom

  29. CoDe-SSM: Context-Detail Decoupled State Space Model for Efficient UHD Image Restoration

    Jul 31, 2026Jiaxu Su, Zhijian Wu, Jun Li +2Image RestorationRestoration

    School of Computer and Electronic Information, Nanjing Normal University, China · Medical Artificial Intelligence Laboratory, Westlake University, China

  30. Restoration Flow Matching-Based Channel Refinement and Equalization Correction for MIMO Semantic Communications

    Jul 26, 2026Wenkai Liu, Nan Ma, Jianqiao Chen +3Contrastive Flow MatchingMultiple-Input Multiple-Output

    State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing 100876, China · ZGC Institute of Ubiquitous-X Innovation and Applications, Beijing 100876, China · Cooperative Medianet Innovation Center (CMIC) and the Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai 200240, China

  31. 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 RestorationRestoration

  32. Unlearning as Distribution Restoration: A Controlled Counterfactual Study, a Validated Selective Screen, and the Limits of Oracle-Free Certification

    Jul 21, 2026Sen Yang, Yuen-Hei YeungCertificationRetraining

    Stern School of Business New York University · Courant Institute of Mathematical Sciences New York University

  33. CURE: Controllable Unified Image Restoration for Complex Degradations

    Jul 3, 2026Boseong Kim, Donghyeon ChoImage RestorationRestoration

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

  34. RCL-Mamba: A Dual-domain State Space Model for Measurement-oriented Image Restoration in Rotational Sparse-View Scanning Computed Laminography

    Jun 30, 2026Xuyang Duan, Genyuan Zhang, Zhenjiang Dong +4Image RestorationRestoration

    Key Laboratory of Optoelectronic Technology and Systems, Ministry of Education, Chongqing University, Chongqing, 400044, China · Engineering Research Center of Industrial CT Nondestructive Testing, Ministry of Education, Chongqing University, Chongqing, 400044, China

  35. Bricker to BRACE: A Bracket Exposure RAW Dataset and Restoration Model for Flicker-Banding

    Jun 29, 2026Zihan Zhou, Libo Zhu, Jue Gong +4Compression ArtifactsExposure

    Shanghai Jiao Tong University

  36. Self-Evolving Agentic Image Restoration via Deliberate Planning and Intuitive Execution

    Jun 27, 2026Shuang Cui, Fan Ji, Guanglong Sun +4Image RestorationRestoration

    Institute of Software, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China · School of Life Sciences, Tsinghua University, Beijing, China +1

  37. BiDeMem: Bidirectional Degradation Memory for Explainable Image Restoration

    Jun 26, 2026Xinrui Wu, Lichen HuangQuery-Specific Degradation-Aware RepresentationImage Restoration

    University of Electronic Science and Technology of China

  38. LogicIR: Logic Gate Networks for Image Restoration

    Jun 25, 2026Hongjae Lee, Myungjun Son, Jaeseong Yu +1Image RestorationDifferentiable Logic Gate Networks

    Korea University

  39. Shift Variant Image Degradation and Restoration Using Singular Value Decomposition

    Jun 24, 2026Arun D. KulkarniVisual DegradationRestoration

    Computer Science Department at University of Texas at Tyler, Tyker, TX 75799 USA

  40. Linear Recurrent Unit with Semantic Modulation for Image Super-Resolution

    Jun 18, 2026Mingyu Choi, Woo Kyoung Han, Sunghoon Im +1Real-World Image Super-ResolutionImage Restoration

    Korea University · DGIST

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

    Jun 17, 2026Yanjie Tu, Qingsen Yan, Axi Niu +3Image RestorationRestoration

    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

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

    Jun 16, 2026Yu Guo, Zhengru Fang, Shengfeng He +4Image RestorationRestoration

    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

  43. Exact Posterior Score Estimation for Solving Linear Inverse Problems

    Jun 15, 2026Abbas Mammadov, Ozgur Kara, Kaan Oktay +5Bayesian Inverse ProblemsPosterior Sampling

    University of Oxford · UIUC · fal +1

  44. RGFVR: Reference-Guided Face Video Restoration with Flow Matching

    Jun 15, 2026Cem Eteke, Batuhan Tosun, Eckehard SteinbachBlind Face RestorationVideo Restoration

    Chair of Media Technology Munich Institute of Robotics and Machine Intelligence School of Computation, Information, and Technology Technical University of Munich 80333 Munich, Germany

  45. SP3^3: Spherical Priors for Plug-and-Play Restoration

    Jun 15, 2026Sean Man, Ron Raphaeli, Matan Kleiner +1Image RestorationRestoration

    Technion – Israel Institute of Technology · Independent Researcher

  46. CRIS: Cross-Plane Self-Supervised Isotropic Restoration for Anisotropic Volumetric Imaging Across Modalities

    Jun 14, 2026Adi Ahituv, Anat Ilivitzki, Moti FreimanAnisotropicRestoration

    Faculty of Data and Decision Sciences, Technion – Israel Institute of Technology, Haifa, 3200003, Israel · Rambam Health Care Campus, Haifa, 3109601, Israel · Faculty of Biomedical Engineering, Technion – Israel Institute of Technology, Haifa, 3200003, Israel +1

  47. FoA-SR: Faithful or Aesthetic? Profile-Aware Preference Optimization for Real-World Image Super-Resolution

    Jun 9, 2026Amjad Mahdi Alqarni, Peizhong JuReal-World Image Super-ResolutionRestoration

    Department of Computer Science University of Kentucky Lexington, KY, USA

  48. An Improved Generative Adversarial Network for Micro-Resistivity Imaging Logging Restoration

    Jun 8, 2026Ahmed Faizul Haque, S. M. Riaz Rahman Antu, Saif Ahmed +5Image RestorationRestoration

    Dept. of ECE North South University Dhaka, Bangladesh

  49. LUCID: Learning Unified Control for Image Deflaring and Exposure Mastery in Nighttime Photography

    Jun 5, 2026Tingyu Yang, Yuan Cheng, Xiaoyun YuanImage RestorationRestoration

    Shanghai Jiao Tong University, China

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

    Jun 4, 2026Akshay Janardan Bankar, Ankita Chatterjee, Sayan Banerjee +3Riemannian Flow MatchingImage Restoration

    Samsung Research Institute, Bangalore, India

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

    May 29, 2026Seungho Choi, Jihyong OhImage RestorationRestoration

    CMLab, Chung-Ang University

  52. Leveraging pretrained RGB denoisers for hyperspectral image restoration

    May 23, 2026Daniele Picone, Mohamad Jouni, Mauro Dalla-MuraHyperspectral ImageImage Restoration

    Univ. Grenoble Alpes, CNRS, Grenoble INP, GIPSA-Lab, 38000, Grenoble, France

  53. 4KLSDB: A Large-Scale Dataset for 4K Image Restoration and Generation

    May 23, 2026Zihao Zhu, Kuan-Ru Huang, Zhaoming Xu +6Generative Super-ResolutionImage Restoration

    Texas A&M University · Hugging Face

  54. OPERA: An Agent for Image Restoration with End-to-End Joint Planning-Execution Optimization

    May 21, 2026Feng Zhu, Shuyang Xie, Yihan Zeng +2Image RestorationRestoration

    Harbin Institute of Technology · Huawei Noah’s Ark Lab

  55. A Non-Reference Diffusion-Based Restoration Framework for Landsat 7 ETM+ SLC-off Imagery in Antarctica

    May 20, 2026Leyue Tang, Jonathan Louis Bamber, Gang Qiao +1Remote SensingRestoration

    Center for Spatial Information Science and Sustainable Development Applications, College of Surveying and Geo-Informatics, Tongji University, Shanghai 200092, China · Bristol Glaciology Centre, School of Geographical Sciences, University of Bristol, Bristol, UK · Institute for Advanced Study, Technical University of Munich, Germany +1

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

    May 16, 2026Pu Li, Huafeng Li, Yafei Zhang +3RestorationDegradation

    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

  57. From Full and Partial Intraoral Scans to Crown Proposal: A Classification-Guided Restoration Assistance Pipeline

    May 14, 2026Rabin Kunwar, Dikshya Parajuli, Rujal Acharya +12Intraoral ScansOcclusal Constraint

    Accelerated Komputing Pvt. Ltd., Bhaktapur, Nepal. · University of Pittsburgh, Pittsburgh, PA, USA. · Emium Co. Ltd., Tokyo, Japan. +3

  58. HIR-ALIGN: Enhancing Hyperspectral Image Restoration via Diffusion-Based Data Generation

    May 13, 2026Li Pang, Heng Zhao, Yijia Zhang +2Image RestorationHyperspectral Image

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

    May 13, 2026Youwei Pan, Leilei Cao, Yingfang Zhu +1Image RestorationRestoration

    TEX AI, Transsion Holdings

  60. Beyond MMSE: Enhancing PnP Restoration with ProxiMAP

    May 12, 2026Kenta Vert, Giacomo Meanti, Scott Pesme +2Iterative Denoising MethodsInverse Problem

    1Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK · 2MaLGa Centre, DIBRIS, Università di Genova, MMS, Italian Institute of Technology, Genova, Italy