Diffusion Models for Image Restoration

Ask about this topic

Momentum

6 papers in the last four weeks, down 33% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 115

All topics
CardsList

  1. Decoupling Cross-Modality Manifold Discrepancy: Leveraging Visible Diffusion Priors for Infrared Super-Resolution

    Jul 23, 2026Yunpeng Hua, Hongwei Yu, Jiawei Li +3Diffusion Models for Image RestorationImage Super-Resolution

    University of Science and Technology Beijing, Beijing, China

  2. γγ-Bridge: A Look-Parametric Diffusion Bridge

    Jul 21, 2026Xuran Hu, Yujie Zhu, Tengxi Wang +2Diffusion Models for Image RestorationPhysics-Guided Image Restoration

    Urban Governance and Design Thrust, Society Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China · Faculty of Science and Engineering, Macquarie University, NSW 2109, Sydney, Australia · School of Geography and Planning, Ningxia University, Yinchuan, China

  3. Provable diffusion-based posterior sampling for linear inverse problems via DDIM

    Jul 21, 2026Yuchen Jiao, Na Li, Changxiao Cai +2Diffusion Models for Image RestorationBayesian Inverse Problems

    Department of Statistics and Data Science, Chinese University of Hong Kong, Hong Kong · Department of Industrial and Operations Engineering, University of Michigan, Ann Arbor, USA · Department of Statistics and Data Science, the Wharton School, University of Pennsylvania, PA, USA

  4. Reviving Ancient Paintings via Poem: A Colorization Framework for Aligning Cultural Semantics

    Jul 20, 2026Junming Gao, Biao Zhu, Xiaosong Wang +1Diffusion Models for Image RestorationImage-to-Image Translation

    Zhejiang University, Hangzhou, China · Hangzhou Research Institute of AI and Holographic Technology, Hangzhou, China

  5. DORS: Dynamic Attention Routing for Diffusion-based Object Removal in Dense Scenes

    Jul 18, 2026Haitong Tang, Haipeng Liu, Yang WangDiffusion Models for Image RestorationAttention Control in Diffusion Models

    School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, China

  6. Efficient Difficulty-Aware Dynamic Routing for Diffusion-Based Real-World Image Super-Resolution

    Jul 17, 2026Xue Wu, Kang Zhao, Kafeng Wang +4Diffusion Models for Image RestorationImage Super-Resolution

    Xidian University, Xi’an 710071, Shaanxi, China. · Tsinghua University, Beijing, China.

  7. Robust Face Super-Resolution and Recognition Through Multi-Feature Aggregation in Diffusion Models

    Jul 6, 2026Marcelo dos Santos, Rayson Laroca, João Carlos Raposo Neves +1Diffusion Models for Image RestorationFace Recognition

    Federal University of Paraná, Department of Informatics, Curitiba-PR, 81531-970, Brazil · Pontifical Catholic University of Paraná, Federal University of Paraná · University of Beira Interior +1

  8. Recovering Cloud Microstructures with Cascaded Diffusion Inversion

    Jul 6, 2026Hanan Gani, Guy Pulik, Daniel Rosenfeld +2Diffusion Model InversionDiffusion Models for Image Restoration

    Mohamed Bin Zayed University of Artificial Intelligence · University of California, San Diego · Hebrew University of Jerusalem

  9. DICT: Data Injection and Contrastive Trajectory Refinement for Conditional Image Generation with Diffusion Models

    Jul 4, 2026Chunnan Shang, Xin Zhang, Zhizhong Wang +1Diffusion Models for Image RestorationDiffusion Model Guidance

    Zhejiang University, Hangzhou, China

  10. Mixture-of-Gaussians-Guided Schedule Design for Brownian Bridge Diffusion Models

    Jul 3, 2026Ron Levi, Michael EladDiffusion Models for Image RestorationDiffusion-Based Inverse Problems

    Department of Computer Science Technion, Israel

  11. ReLo-IRR: Reflection-Guided LoRA Framework for Image Reflection Removal

    Jul 3, 2026Chaoqun Wang, Yuehuan Wei, Haoxiang Cao +1Diffusion Models for Image RestorationLow-Rank Adaptation

    School of Artificial Intelligence, South China Normal University, Guangzhou, China · University of Science and Technology of China, Hefei, China

  12. ProSAC-CT: Progressive Spectral-Anatomical Co-Guided Multi-Stage Diffusion Model for Low-Dose CT Denoising

    Jul 2, 2026Xuepeng Liu, Zetong Liu, Renyiming Li +5Diffusion Models for Image RestorationDiffusion Model Guidance

    College of Medicine and Biological Information Engineering, Northeastern University, Shenyang 110169, China · State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou 510060, China · AI Lab, Tohoku University Hospital, Sendai, Miyagi, Japan +1

  13. High-dimensional Embedding Prior for Noisy K-space Domain MRIReconstruction

    Jul 1, 2026Yu Guan, Tianjia Huang, Qinrong Cai +3Diffusion Models for Image RestorationAccelerated MRI Reconstruction

  14. AnF-DiffPET: Anatomy- and Frequency-Guided Diffusion for PET/CT Denoising

    Jul 1, 2026Xuepeng Liu, Ruili Li, Zetong Liu +5Diffusion Models for Image RestorationDiffusion Model Guidance

    College of Medicine and Biological Information Engineering, Northeastern University, Shenyang 110169, China · Tohoku University School of Medicine, Sendai 980-8575, Japan · Department of Clinical Neurosciences, University of Cambridge, UK

  15. Wavelet-Optimized Pseudo-3D Accelerated Diffusion Model for Truncated Computed Laminography

    Jun 30, 2026Genyuan Zhang, Junyao Wang, Chuandong Tan +2Diffusion Models for Image RestorationImage Reconstruction

  16. Patch-PODiff-ViT: Structured Latent Diffusion with Patchwise POD for Super-Resolution and Uncertainty Quantification

    Jun 30, 2026Onkar Jadhav, Tim French, Matthew Rayson +1Diffusion Models for Image RestorationUncertainty Quantification

    School of Earth and Oceans, UWA Oceans Institute University of Western Australia Crawley, WA, Australia · School of Physics, Mathematics and Computing, Computer Science and Software Engineering University of Western Australia Crawley, WA, Australia

  17. Joint Medical Image Enhancement and Segmentation with Diffusion-based Symbiotic Information Interaction

    Jun 30, 2026Ying Chen, Jinyue Li, Qiankun LiDiffusion Models for Image RestorationImage Enhancement

    Shenzhen Research Institute, The Chinese University of Hong Kong · University of Science and Technology of China · Imperial Global Singapore, Imperial College London

  18. SkelEM: Training-Signal Decoupling of Skeleton and Diffusion for Self-supervised Axial Super-Resolution in Volume Microscopy

    Jun 29, 2026Bohao Chen, Yanchao Zhang, Yanan Lv +3Diffusion Models for Image RestorationMicroscopy Image Analysis

    School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences, China · State Key Laboratory of Brain Cognition and Brain-inspired Intelligence Technology, Institute of Automation, Chinese Academy of Sciences, China · School of Future Technology, University of Chinese Academy of Sciences, China +1

  19. FreqOrtho-SR: Frequency-Guided Orthogonal Expert Learning for Real-World Image Super-Resolution

    Jun 27, 2026Minh Son Hoang, Dinh Phu Tran, Quyen Nguyen Duc +2Diffusion Models for Image RestorationMixture of Experts

    School of Computing, KAIST, Republic of Korea

  20. HDDPM: Heteroscedastic Denoising Diffusion Probabilistic Model for Quantitative Low-Count Brain PET Recovery

    Jun 26, 2026Raymond Confidence, Udunna C. AnazodoDiffusion Models for Image RestorationImage Reconstruction

    Department of Biomedical Engineering, McGill University, Montreal, Canada · Montreal Neurological Institute, McGill University, Montreal, QC, Canada

  21. Mind the Gap: Quantifying the Domain Gap in Cross-Sensor Diffusion Super-Resolution

    Jun 26, 2026Dawid Kopeć, Katarzyna Jabłońska, Wojciech Kozłowski +1Synthetic-to-Real Domain AdaptationDiffusion Models for Image Restoration

    WUST, Wybrzeże Stanisława Wyspiańskiego 27, 50-370 Wrocław, Poland · Tooploox, Tęczowa 7, 53-601 Wrocław, Poland

  22. DiffRGD: An Inference-Time Diffusion Guidance Through Riemannian Gradient Descent

    Jun 25, 2026Jia-Wei Liao, Li-Xuan Peng, Mei-Heng Yueh +3Diffusion Models for Image RestorationDiffusion Model Guidance

    1National Taiwan University · 4Academia Sinica · 2National Tsing Hua University +1

  23. Cross-Modality Structural Guidance in 3D Latent Diffusion for Robust FLAIR Super-Resolution

    Jun 24, 2026Haoyu Lan, Jiazhen Zhang, John Onofrey +4Diffusion Models for Image RestorationMedical Image Super-Resolution

    University of Southern California · Yale University

  24. Fidelity- and Perception-Aware Local Implicit Attention for Arbitrary-Scale Image Super-Resolution

    Jun 20, 2026Yu-Syuan Xu, Hao-Lun Sun, Hao-Wei Chen +2Diffusion Models for Image RestorationAttention Mechanisms

    1National Taiwan University · 2MediaTek Inc.

  25. FlowBender: Feedback-Aware Training for Self-Correcting Conditional Flows

    Jun 18, 2026Daniel Gilo, Sven Elflein, Ido Sobol +1Diffusion Model AlignmentDiffusion Models for Image Restoration

    1Technion · 2NVIDIA · University of Toronto +1

  26. Moebius: 0.2B Lightweight Image Inpainting Framework with 10B-Level Performance

    Jun 17, 2026Kangsheng Duan, Ziyang Xu, Wenyu Liu +3Diffusion Models for Image RestorationDiffusion Model Distillation

    Huazhong University of Science and Technology · *Equal contribution. Completed this work as interns at VIVO AI Lab. · † Project leader. +1

  27. Exact Posterior Score Estimation for Solving Linear Inverse Problems

    Jun 15, 2026Abbas Mammadov, Ozgur Kara, Kaan Oktay +5Diffusion Models for Image RestorationDiffusion-Based Inverse Problems

    University of Oxford · UIUC · fal +1

  28. PPDM: Pixel Puzzling Diffusion Model for Speed and Memory Efficient Volumetric Medical Image Translation

    Jun 13, 2026Tianqi Chen, Jun Hou, Yinchi Zhou +3Diffusion Models for Image RestorationImage-to-Image Translation

    Department of Radiology, Northwestern University, Chicago, IL, USA · Department of Biomedical Engineering, Yale University, New Haven, CT, USA · Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA

  29. RefGC-SR2^2: Reference-guided Super-Resolution and Refinement of AI Generated Content

    Jun 13, 2026Jeahun Sung, Dahyeon Kye, Soo Ye Kim +1Diffusion Models for Image RestorationImage Super-Resolution

    CMLab, Chung-Ang University · Adobe Research

  30. Improving Lunar Topography with Deep Learning Schrödinger Bridges

    Jun 12, 2026Matthew Repasky, Erwan Mazarico, Michael K. Barker +3Diffusion Models for Image RestorationImage Super-Resolution

    H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, USA · NASA Goddard Space Flight Center, USA · Center for Research and Exploration in Space Science and Technology (CRESST II), University of Maryland, College Park, MD, USA +1