Degradation-Aware Image Restoration

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32 papers8 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. Hihaze: One-Step Diffusion for High-Resolution Real-World Image Dehazing

    Oct 19, 2026Zheng Chen, Yuchen Huang, Xiaoyang Liu +3Image DehazingDiffusion Models for Image Restoration

    Shanghai Jiao Tong University

  2. Severity-Channel Conditioning: An Injection-Level Study for Consumer-Device Deblurring

    Oct 17, 2026Abdullah Al Shafi, Kazi Saeed Alam, Sumaiya Rahim Suma +1Image DeblurringImage Restoration

    Department of Computer Science and Engineering, Khulna University of Engineering & Technology, Khulna 9203, Bangladesh

  3. BiNar: Bitstream Native Restorer for Bitstream-corrupted Image Restoration

    Oct 16, 2026Fangcheng Li, Zhen Yu, Kejun Wu +1Image RestorationDegradation-Aware Image Restoration

  4. UniPolar: Joint Image and Polarimetric Restoration under Compound Degradations via Physical Consistency Learning

    Oct 16, 2026Yang Jin, Guangyu Guo, Linghao Shen +1Image RestorationPolarimetric Imaging

    School of Astronautics, Northwestern Polytechnical University, Xi’an 710072, China · School of Computer Science and Technology, Zhejiang University, Hangzhou 310058, China · School of Marine Science and Technology, Tianjin University, Tianjin, 300072, China

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

    Oct 5, 2026Heli Qi, Zeqi Zhou, Jingjun Yi +5Agent-Based Image RestorationAll-in-One Image 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

  6. LoopMoEVR: Loop-Based Degradation-Aware Mixture-of-Experts for Unified UHD Video Restoration

    Oct 4, 2026Yucheng Xin, Runci Bai, Yongcong Wang +5Mixture of ExpertsImage Restoration

    Shandong Normal University · China Academy of Information and Communications Technology · Central South University +4

  7. Dynamic Time Step Prediction in Inverse Heat Dissipation for Blur-Like Image Restoration Tasks

    Oct 2, 2026Cap Dang Xuan Kiet, Tat-Jen ChamDiffusion Models for Image RestorationDiffusion Model Inversion

    Nanyang Technological University Singapore

  8. ENet-GP: Unified Document Image Restoration

    Sep 27, 2026Sujal Burad, Aakanksha, A. N. Rajagopalan +1Image Corruption RobustnessImage Restoration

    Indian Institute of Technology, Madras · Adobe, India

  9. 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

  10. Restoring Without Forgetting: Continual Learning Across Image Degradations

    Aug 24, 2026Alif Ashrafee, Bartosz KrawczykImage RestorationDomain-Incremental Learning

    Rochester Institute of Technology New York, USA

  11. PixRestore: Unified Image Restoration via Pixel Diffusion Transformer

    Aug 17, 2026Lingchen Sun, Rongyuan Wu, Xiangtao Kong +6All-in-One Image RestorationDegradation-Aware Image Restoration

    The Hong Kong Polytechnic University · OPPO Research Institute

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

    Aug 10, 2026Weifeng Kong, Chenghao Xu, Lin Chen +2Underwater Image EnhancementMixture of Experts

    Hohai University Jiangsu, China

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

    Aug 9, 2026Amir Ghorbani, Amirali K. Gostar, WeiQin Chuah +3Image Corruption RobustnessImage Restoration

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

  14. Degradation-Guided Underwater Image Restoration with Task-Oriented Latent Control

    Aug 9, 2026Xu Zhang, Xuhui Cao, Kangzhe Yuan +5Underwater Image EnhancementUnderwater Imaging

    National Engineering Research Center for Multimedia Software, School of Computer Science, Wuhan University · School of Computer and Artificial Intelligence, Zhengzhou University · Aerospace Information Research Institute, Henan Academy of Sciences +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. Pixel Ignores, Superpixel Sees: Adverse Weather Image Restoration via Semantic-Center SSM

    Aug 3, 2026Dayu Li, Shihao Zhou, Leizhi Shu +3Image RestorationDegradation-Aware Image Restoration

    Nankai International Advanced Research Institute (SHENZHEN·FUTIAN) · College of Computer Science, Nankai University · University of Science and Technology Beijing +2

  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. DART: A Degradation-Aware Recurrent Transformer for Archival Film Restoration

    Jul 23, 2026Mikołaj Jastrzębski, Wojciech Kozłowski, Kamil AdamczewskiRecurrent TransformersVideo Restoration

    Wrocław University of Science and Technology

  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. 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

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

    May 29, 2026Seungho Choi, Jihyong OhAgent-Based Image RestorationAll-in-One Image Restoration

    CMLab, Chung-Ang University

  24. 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

  25. 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

  26. 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

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

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

    the School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu 611756, China · the Engineering Research Center of Sustainable Urban Intelligent Transportation, Ministry of Education, Chengdu, Sichuan 611756, China · School of Computing and Artificial Intelligence, Jiangxi University of Finance and Economics, Nanchang, 330013, China +3

  28. Degradation-Aware and Structure-Preserving Diffusion for Real-World Image Super-Resolution

    Apr 13, 2026Yang Ji, Zonghao Chen, Zhihao Xue +1Degradation-Aware Image RestorationImage Super-Resolution

    KUNBYTE Hangzhou, Zhejiang Province, China · GOLDMYE Xuhui District, Shanghai, China

  29. Restore, Assess, Repeat: A Unified Framework for Iterative Image Restoration

    Mar 27, 2026I-Hsiang Chen, Isma Hadji, Enrique Sanchez +5Image RestorationAll-in-One Image Restoration

    Samsung AI Center Cambridge · National Taiwan University · Technical University of Iasi +3

  30. M2IR: Proactive All-in-One Image Restoration via Mamba-style Modulation and Mixture-of-Experts

    Mar 16, 2026Shiwei Wang, Yongzhen Wang, Bingwen Hu +3Degradation-Aware Image RestorationAll-in-One Image Restoration

    School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China · School of Computer Science and Technology, Anhui University of Technology, Ma’anshan 243032, China · Shenzhen Ubiquitous Data Enabling Key Laboratory, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China +1