Image Deblurring

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  1. Frequency-Decoupled Diffusion Guidance for Non-Blind Image Deblurring

    Oct 5, 2026Sihan Wang, Jinshu Huang, Haibin Su +1Image DeblurringFrequency-Domain Image Processing

    School of Mathematical Sciences, Nankai University, Tianjin, China. · Yau Mathematical Sciences Center, Tsinghua University, Beijing, China.

  2. Revisiting Ground-Truth Synthesis from High-Speed Video: Exact Validity Conditions and an Audited Consumer Capture Corpus

    Oct 4, 2026Abdullah Al Shafi, Sumaiya Rahim SumaImage Deblurring

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

  3. PickMoment: Continuous-Time Single-Image-to-Video via Learning Deblurring and Blur-to-Video

    Oct 1, 2026Junseong Shin, Hyeonsu Jo, Daehyun Kim +1Image-to-Video GenerationImage Deblurring

    Department of Artificial Intelligence, Hanyang University · Department of Intelligence Convergence, Hanyang University · Department of Computer Science, Hanyang University

  4. Poisson Image Denoising Using Minimax Concave and Reweighted ℓ1\ell_1 Penalties: Nonblind and Blind Approaches

    Sep 7, 2026Reza ParvazImage DeblurringNonconvex Optimization

    aDepartment of Engineering Sciences, Faculty of Advanced Technologies,Sep University of Mohaghegh Ardabili, Ardabil, Iran

  5. Benchmarking RAW and RGB Restoration in Image Signal Processors

    Sep 2, 2026Zihao Lu, Radu Timofte, Marcos V. CondeImage RestorationImage Denoising

    Computer Vision Laboratory CAIDAS and IFI University of Würzburg Würzburg, Germany

  6. CasDeblurGS: Cascaded 2D-to-3D Multi-View Consistency for 3D Gaussian Splatting from Two Blurry Images

    Aug 11, 2026Haeyun Choi, Minhyuk Jang, I-Gil KimMulti-View Consistency3D Gaussian Splatting

    University of Virginia, Charlottesville, VA, USA · KT R&D Center · KT R&D Center, Seoul, Republic of Korea

  7. 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

  8. EvBS: Event-guided Blur Synthesis for Domain-adaptive Motion Deblurring

    Aug 8, 2026Junsik Jung, Seokryun Choi, Yoonki Cho +3Image DeblurringUnsupervised Domain Adaptation

    Korea Advanced Institute of Science and Technology Daejeon, Republic of Korea

  9. A geometry-based deep equilibrium model for image restoration under multiplicative Gamma noise

    Aug 5, 2026Shengkun Yang, Luca Ratti, Zhichang GuoImage DeblurringImage Restoration

    School of Mathematics, Harbin Institute of Technology, Harbin, 150001, Heilongjiang, China. · Department of Mathematics, University of Bologna, Bologna, 40126, Emilia-Romagna, Italy.

  10. The RealDefocus Benchmark for Defocus Deblurring

    Jul 23, 2026Tim Seizinger, Zhuyun Zhou, Radu TimofteImage DeblurringImage Restoration

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  11. Splat-based 3D Scene Reconstruction with Extreme Motion-blur

    Jul 18, 2026Hyeonjoong Jang, Dongyoung Choi, Donggun Kim +2Image Deblurring3D Reconstruction

    KAIST · HYPERGRAM

  12. JADE-GS: Joint Alternating Deblurring Guided by Events in 3D Gaussian Splatting

    Jul 16, 2026Haoyu Fu, Jiafeng Huang, Yuchen Wang +1Event-Based Vision3D Gaussian Splatting

    School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China · Shanghai Baoshan Shangda General Intelligent Robotics Research Institute, Shanghai, China · School of Computer Science and Technology, Tongji University, Shanghai, China

  13. Realistic Compound-Lens Defocus Blur Synthesis

    Jul 7, 2026Yunkyu Lee, Woohyeok Kim, Sunghyun ChoImage DeblurringSynthetic Data Generation

    POSTECH, Pohang, Korea

  14. Leveraging Phase Information to Boost Unrolled Network Learning for Image Deblurring

    Jun 30, 2026Samira Malek, Haichuan Zhang, Chul Lee +1Image DeblurringFrequency-Domain Image Processing

    Pennsylvania State University, University Park, PA 16802, USA · Dongguk University, Seoul 04620, South Korea

  15. AnyBokeh: Physics-Guided Any-to-Any Bokeh Editing with Optical Fingerprint Transfer

    Jun 30, 2026Xinyu Hou, Xiaoming Li, Zongsheng Yue +1Image DeblurringComputational Imaging

    S-Lab, College of Computing & Data Science, Nanyang Technological University, Singapore, 639798

  16. 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 DeblurringIndustrial Inspection

    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

  17. CogSENet: Blind Image Deblurring with Blur-Conditioned Semantic Routing and Explicit Frequency Fusion

    Jun 29, 2026Pan Wang, Yihao Hu, Xiujin LiuImage DeblurringImage Restoration

    University of Science and Technology of China, Hefei, China · Westlake University, Hangzhou, China · University of Michigan, Ann Arbor, MI, USA

  18. A Benchmark for Heterogeneous Stereo Deblurring with Physically- and Epipolar-constrained Cross Attention

    Jun 24, 2026Hoju Shin, Jiah Kim, Seung-Wook Kim +1Image DeblurringCross-Attention

    Department of Intelligent Robot Engineering, Pukyong National University, Busan, Republic of Korea · Department of Computer Science and Engineering, Konkuk University, Seoul, Republic of Korea

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

    Jun 24, 2026Arun D. KulkarniImage DeblurringImage Restoration

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

  20. ErA: Error-Aware Deep Unrolling Network for Single Image Defocus Deblurring

    Jun 4, 2026Tu Vo, Chan Y. ParkImage DeblurringComputational Imaging

    KC Machine Learning Lab Seoul, South Korea 06181

  21. FSM-Net: An Efficient Frequency-Spatial Network for Real-World Deblurring

    May 29, 2026Vinh-Thuan LyImage DeblurringFrequency-Domain Image Processing

    University of Science, VNU-HCM, Ho Chi Minh City, Vietnam · Vietnam National University, Ho Chi Minh City, Vietnam

  22. D2^2Turb: Depth-Aware Simulation and Decoupled Learning for Single-Frame Atmospheric Turbulence Mitigation

    May 25, 2026Zixiao Hu, Tianyu Li, Guoqing Wang +4Image Deblurring

    University of Electronic Science and Technology of China · Beijing Institute of Space Mechanics and Electricity · School of Physics, Northwest University Xi’an

  23. Stop Denoising Your Blurs

    May 24, 2026Sasidhar Parvathireddy, Vamsidhar Saraswathula, Rama Krishna GorthiDiffusion Models for Image RestorationImage Deblurring

    Indian Institute of Technology Tirupati, India.

  24. Physen-Noise2Noise: Physics-Guided Self-Supervised Defocus Deblurring with Bias Correction under Low-Light Conditions

    May 23, 2026Ziyan Huang, Lang Wu, Hongji Wang +3Image DeblurringPhysics-Guided Image Restoration

    School of Mathematics and Statistics, Central South University, Changsha, 410083, People’s Republic of China · Key Laboratory for Micro/Nano Optoelectronic Devices of Ministry of Education, Hunan Provincial Key Laboratory of Low-Dimensional Structural Physics and Devices, School of Physics and Electronics, Hunan University, Changsha 410082, People’s Republic of China

  25. Discontinuous Galerkin Neural Operator for Pathology Defocus Deblurring

    May 22, 2026Shaoqing Duan, Haofei Song, Xintian Mao +2Computational PathologyImage Deblurring

    Shanghai Key Laboratory of Multidimensional Information Processing, East China Normal University, Shanghai, China.

  26. Moment-Reenacting: Inverse Motion Degradation with Cross-shutter Guidance

    May 21, 2026Xiang Ji, Guixu Lin, Zhengwei Yin +2Image DeblurringComputational Imaging

    Graduate School of Information Science and Technology, The University of Tokyo, Japan

  27. Restoration-Aligned Generative Flow Models for Blind Motion Deblurring

    May 9, 2026Insoo Kim, Jinwoo ShinFlow MatchingImage Deblurring

    1NAVER Cloud · 2KAIST AI

  28. AsyncEvGS: Asynchronous Event-Assisted Gaussian Splatting for Handheld Motion-Blurred Scenes

    May 8, 2026Jun Dai, Renbiao Jin, Bo Xu +5Event-Based Vision3D Gaussian Splatting

    Shanghai AI Laboratory · Shanghai Jiao Tong University · CUHK MMLab +1

  29. iPhoneBlur: A Difficulty-Stratified Benchmark for Consumer Device Motion Deblurring

    May 7, 2026Abdullah Al Shafi, Kazi Saeed AlamImage DeblurringBenchmark Design

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

  30. EvFlow-GS: Event Enhanced Motion Deblurring with Optical Flow for 3D Gaussian Splatting

    Apr 24, 2026Feiyu An, Yufei Deng, Zihui Zhang +1Event-Based Vision3D Gaussian Splatting

    College of Computer Science, Sichuan University, Chengdu, China