Medical Image Super-Resolution

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4 papers in the last four weeks, up 33% on the four weeks before. 0.0% of all new papers.

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  1. MRI Super-Resolution with RCDM/WaveMix and Task-Aware Segmentation

    Sep 30, 2026Kavitha Viswanathan, Harsh Choudhary, Amit SethiMedical Image AnalysisMedical Image Super-Resolution

    Department of Electrical Engineering, Indian Institute of Technology Bombay, Mumbai 400 076, India

  2. You Cannot Recover What Was Never Measured: Quantifying the Information Ceiling of Ultra-Low-Field MRI Super-Resolution

    Sep 29, 2026Prathamesh Pradeep Khole, Shreya Handa, Utkarsh Gupta +1Image ReconstructionMedical Image Super-Resolution

    University of California, Santa Cruz · Johns Hopkins University

  3. From Pixel Generation to Topological Inference: Structural Dual Super-Resolution for Trustworthy Cross-Physical-Domain Trabecular Morphology Learning

    Sep 28, 2026Fan Zhang, Yi Zhang, Ling Wang3D Medical ImagingMedical Image Super-Resolution

    Institute of High Energy Physics, Chinese Academy of Sciences Beijing 100049, China · Department of Radiology Beijing Jishuitan Hospital Beijing, China

  4. CEM-TUDASR: Computationally efficient multi-modality transformer based unsupervised domain adaptive super-resolution approach

    Sep 11, 2026Anjali Sarvaiya, Jay Kadel, Kishor Upla +1Unsupervised Domain AdaptationMedical Image Super-Resolution

    Sardar Vallabhbhai National Institute of Technology (SVNIT), Surat, India.

  5. Prior-Guided Implicit Neural Representations for Single-Subject Diffusion MRI Super-Resolution

    Sep 1, 2026Abdulkader Ghandoura, Marsil Zakour, William Consagra +1Implicit Neural RepresentationsMedical Image Super-Resolution

    Psychiatry Neuroimaging Laboratory Brigham and Women’s Hospital Harvard Medical School Boston, MA, USA · School of Computation, Information and Technology Technical University of Munich Munich, Germany · Department of Statistics University of South Carolina Columbia, SC, USA

  6. Tissue-Mixture Entropy-Weighted Reconstruction for Partial-Volume-Aware Brain MRI Super-Resolution

    Aug 27, 2026Xiao Tong, Wenyun Yang, Ziheng Zhang +3Medical Image Super-ResolutionBrain MRI

    aState Key Laboratory of Artificial Microstructure and Mesoscopic Physics, School of Physics, Peking University, Beijing, 100871, P. R. China · bWeihai Institute of Oceanology, Peking University, Weihai, 264209, P. R. China · cBeijing MagnVue Medix Co., Ltd., Beijing, 100085, P. R. China

  7. MPISuperRes-PnP: A Super-Resolution Zero-Shot Plug-and-Play Reconstruction Algorithm for Magnetic Particle Imaging

    Aug 10, 2026Vladyslav Gapyak, Thomas März, Andreas WeinmannMedical ImagingImage Reconstruction

    Institute for the Protection of Terrestrial Infrastructures, German Aerospace Center (DLR), Sankt Augustin, Germany · Hochschule Darmstadt, Schöfferstr. 3, 64295, Darmastdt, Germany · Data Science Institute, European University of Technology, European Union +1

  8. MRI super-resolution in ten sampling steps using a diffusion bridge model

    Aug 9, 2026Mojtaba Safari, Hang Yu, Zach Eidex +10Medical Image Super-ResolutionDiffusion-Based Inverse Problems

    Department of Radiation and Cellular Oncology, The University of Chicago, Chicago, IL, United States · Department of Physics and Astronomy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States · Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA, United States +3

  9. Anatomically Consistent Cross-Contrast Super-Resolution of Anisotropic Brain T2w MRI

    Aug 9, 2026Mengqi Shen, Haicheng Wang, Meghna Trivedi +4Medical Image Super-ResolutionBrain MRI

    Data Science Institute, Columbia University, New York, NY, USA · Department of Mechanical and Materials Engineering, University of Cincinnati, Cincinnati, OH, USA · Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, USA +2

  10. Does FLAIR super-resolution erase or hallucinate small white-matter lesions?

    Aug 6, 2026Zahra Khodakarami, Yue Li, Pulkit Khandelwal +5Medical Image Super-ResolutionMagnetic Resonance Imaging

    University of Pennsylvania, Philadelphia, PA, USA

  11. Morphology-Aware Implicit Super-Resolution Network for Pathological Images

    Aug 4, 2026Jiaming Liang, QiHui Han, Haolin Chen +5Computational PathologyImplicit Neural Representations

    School of Computer Science and Engineering, South China University of Technology, Guangzhou, China · School of Software Engineering, South China University of Technology, Guangzhou, China · School of Future Technology, South China University of Technology, Guangzhou, China +1

  12. S3^3-Diff: Structural Semantic Synergy Diffusion Model for High Fidelity Super Resolution of Pathological Images

    Aug 4, 2026Jiaming Liang, QiHui Han, Guangye Ou +6Computational PathologyDiffusion Models for Image Restoration

    South China University of Technology Software Engineering Guangzhou, China · South China University of Technology School of Future Technology Guangzhou, China

  13. SIINR: Structurally Informed Implicit Neural Representations for super-resolution with uncertainty quantification of clinical quality diffusion MRI datasets

    Jul 22, 2026Tom Hendriks, William Consagra, Anna Vilanova +2Implicit Neural RepresentationsUncertainty Quantification

    Department of Computer Science and Mathematics, Eindhoven University of Technology, Groene Loper 5, Eindhoven, 5612 AP, Noord-Brabant, The Netherlands. · Department of Statistics, University of South Carolina, Columbia, 29225, South Carolina, United States of America. · Psychiatry Neuroimaging Laboratory, Brigham and Women’s Hospital, Harvard Medical School, 399 Revolution Drive, Boston, 02215, MA, United States.

  14. DRIFT: Difficulty-aware Rectified Flows for Through-plane MRI Super-Resolution

    Jul 18, 2026Yoonseok Choi, Eun-Gyu Ha, Daniel Kim +3Rectified FlowMedical Image Super-Resolution

    Department of Electrical and Electronic Engineering, Yonsei University, Seoul, Republic of Korea · Department of Bioengineering, King Fahd University of Petroleum & Minerals (KFUPM), Dhahran, Saudi Arabia · Electrical Engineering and Computer Science, University of California at Merced, Merced, USA

  15. Cardiac MRI Through-Plane Super-Resolution Guided by Reference and Memory

    Jul 8, 2026Shaoming Pan, Chenchuhui Hu, Leon Axel +13D Medical ImagingMedical Image Super-Resolution

    University of Texas at Arlington · University of Texas At Arlington · New York University Grossman School of Medicine

  16. PhyMRI-SR: Toward Physics-Aware MRI Image Super-Resolution

    Jul 7, 2026Lihua Wei, Huatong Gao, Jia Gong +4Medical Image Super-ResolutionMagnetic Resonance Imaging

  17. Dual-Prior Guided Null-Space Learning with Mixture-of-Splines for Arbitrary Medical Slice Super-Resolution

    Jun 25, 2026Haofei Song, Siyuan Xu, Xintian Mao +3Image ReconstructionMedical Image Super-Resolution

    Shanghai Key Laboratory of Multidimensional Information Processing, East China Normal University, Shanghai 200241, China

  18. 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

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

    Jun 14, 2026Adi Ahituv, Anat Ilivitzki, Moti FreimanSelf-Supervised LearningMedical Image Super-Resolution

    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

  20. Deep Slice Interpolation for Reducing Through-Plane Anisotropy and Noise in Head CT

    Jun 8, 2026Luis Cortés Ferre, Miguel A. Gutiérrez-Naranjo, Marcin Balcerzyk3D Medical ImagingMedical Image Super-Resolution

    Department of Computer Science and Artificial Intelligence, University of Seville, Avda. Reina Mercedes s/n, 41012 Sevilla, Spain · Bioaraba Health Research Institute, New Technologies and Information Systems in Health Research Group, 01009 Vitoria-Gasteiz, Spain · IKERBASQUE, Basque Foundation of Science, Plaza Euskadi 5, 48009 Bilbao, Spain

  21. ULF-Synth: Physics-Guided Ultra-Low-Field MRI Enhancement for Pediatric Neuroimaging

    May 23, 2026Toufiq Musah, Salvatore Calcagno, Federica Proietto Salanitri +3Medical Image Super-ResolutionMagnetic Resonance Imaging

    Kwame Nkrumah University of Science and Technology, Kumasi, Ghana · University of Catania, Catania, Italy · The Hong Kong University of Science and Technology, Hong Kong SAR, China +1

  22. Deep Learning for MRI Slice Interpolation: The Critical Role of Problem Formulation

    May 15, 2026Shamit SavantMedical Image Super-ResolutionMagnetic Resonance Imaging

    University of Florida, Gainesville, FL 32611, USA

  23. Layer Selection in Feature-Based Losses Affects Image Quality and Microstructural Consistency in Deep Learning Super-Resolution of Brain Diffusion MRI

    May 15, 2026David Lohr, Rene WernerPerceptual LossMedical Image Super-Resolution

    Institue for Applied Medical Informatics, University Medical Center Hamburg-Eppendorf, Hamburg, 20246, Germany · Institute of Computational Neuroscience, University Medical Center Hamburg-Eppendorf, 20246, Hamburg, Germany · Center for Biomedical Artificial Intelligence (bAIome), University Medical Center Hamburg-Eppendorf, 20246, Hamburg, Germany

  24. NeuroGAN-3D: Enhancing Intrinsic Functional Brain Networks via High-Fidelity 3D Generative Super-Resolution

    May 8, 2026M. Moein Esfahani, Sepehr Salem Ghahfarokhi, Mohammed Alser +23D Medical ImagingMedical Image Super-Resolution

    1 2 Georgia State University, Atlanta, GA, USA · 2 1 Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, GA, USA

  25. MedSR-Vision: Deep Learning Framework for Multi-Domain Medical Image Super-Resolution

    May 5, 2026Subhash Gurappa, Trivikram Satharasi, Yashas Hariprasad +1Medical Image Super-ResolutionMedical Image Benchmarks

    Knight Foundation School of Computing and Information Sciences Florida International University Miami, FL 33199, USA · University of Florida Gainesville, FL 32611, USA · Department of Computer Science California State University, East Bay Hayward, CA 94542, USA

  26. Self-Supervised Spatial And Zero-Shot Angular Super-Resolution by Spatial-Angular Implicit Representation For Rotating-View SNR-Efficient Diffusion MRI

    May 4, 2026Yinzhe Wu, Hongyu Rui, Fanwen Wang +3Implicit Neural RepresentationsMedical Image Super-Resolution

    Department of Bioengineering and I-X, Imperial College London, London, UK · Cardiovascular Research Centre, Royal Brompton Hospital, London, UK

  27. CAHAL: Clinically Applicable resolution enHAncement for Low-resolution MRI scans

    Apr 20, 2026Sergio Morell-Ortega, Ángela González-Cebrián, Boris Mansencal +8Medical Image Super-ResolutionBrain MRI

    Instituto de Aplicaciones de las Tecnologías de la Información y de las Comunicaciones Avanzadas (ITACA), Universitat Politècnica de València, Camino de Vera s/n, 46022, Valencia, Spain · CNRS, Univ. Bordeaux, Bordeaux INP, LABRI, UMR5800, in2brain, F-33400 Talence, France · Department of Psychobiology, Faculty of Psychology, Universitat de Valencia, Valencia, Spain +6

  28. Trustworthy Endoscopic Super-Resolution

    Apr 20, 2026Julio Silva-Rodríguez, Ender KonukogluMedical Image Super-ResolutionVideo Super-Resolution

    Computer Vision Lab, ETH Zurich, Zurich, Switzerland

  29. Structure-Adaptive Sparse Diffusion in Voxel Space for 3D Medical Image Enhancement

    Apr 20, 2026Hongxu Jiang, Fei Li, Boxiao Yu +43D Medical ImagingMedical Image Super-Resolution

    Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA · Department of Medicine, University of Florida, Gainesville, FL, USA · Department of Biomedical Engineering, University of Florida, Gainesville, FL +2

  30. UniField: A Unified Field-Aware MRI Enhancement Framework

    Mar 10, 2026Yiyang Lin, Chenhui Wang, Zhihao Peng +1Medical Image Super-ResolutionMagnetic Resonance Imaging

    Department of Electronic Engineering, the Chinese University of Hong Kong · The Institute of Science and Technology for Brain-inspired Intelligence, Fudan University