Cardiac Magnetic Resonance Imaging

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7 papers in the last four weeks, up 133% on the four weeks before. 0.1% of all new papers.

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  1. CineMR: Tool-Integrated Vision-Language Reasoning for Quantitative Cardiac MRI Assessment

    Oct 1, 2026Kunyang Li, Hai Nguyen, Joshua Lowe +6Cardiac Magnetic Resonance ImagingFilms

    Institute for Artificial Intelligence, University of Central Florida · Department of Clinical Sciences, College of Medicine, University of Central Florida · Nemours Cardiac Center, Nemours Children’s Hospital, Florida +1

  2. Learning Where to Look: Anatomical Grounding and Guided Attention for Cardiac MRI Vision-Language Models

    Sep 30, 2026Bangwei Guo, Xiao Chen, Boris Mailhe +8Cardiac Magnetic Resonance ImagingMedical Vision-Language Models

    Rutgers University, NJ, USA · United Imaging Intelligence, Boston, MA, USA · University of Texas Southwestern Medical Center, TX, USA +1

  3. Recursive Uncertainty-Gated Image Registration for Learning-based Algorithms

    Sep 23, 2026Clara Rodrigo González, Oscar Bates, Fu Siong Ng +1Image RegistrationCardiac Magnetic Resonance Imaging

    Department of Bioengineering, Imperial College London, London, UK · Department of Earth Science and Engineering, Imperial College London, London, UK · National Heart and Lung Institute, Imperial College London, London, UK

  4. ORION-CMR: On-scanner Reporting with Integrated Foundation Model for End-to-End Cardiac MRI Analysis and Interpretation

    Sep 20, 2026Omer Burak Demirel, Kelly K. Horst, Alessio Perazzolo +15Cardiac Magnetic Resonance ImagingCardiac

    MR Clinical Science, Philips North America, MN, USA · Department of Radiology, Mayo Clinic Rochester, Rochester, MN, USA

  5. Confidence-Aware Teacher-Student Distillation for 3D Medical Segmentation

    Sep 20, 2026Georgios Triantafyllou, Dimitris K. Iakovidis3D Medical Image SegmentationTeacher-Student Distillation

    Department of Computer Science and Biomedical Informatics, University of Thessaly, 2-4 Papasiopoulou st. 35131, Lamia, Greece

  6. Leveraging Cardiac Imaging to Improve ECG-Based Detection of Chagas Disease in Resource-Constrained Settings

    Sep 8, 2026Laura Alvarez-Florez, Daniel Uyterlinde, Samuel Ruipérez-Campillo +3Electrocardiogram Foundation ModelsCardiac Magnetic Resonance Imaging

    Department of Biomedical Engineering and Physics, Amsterdam University Medical Center, The Netherlands · Quantitative Healthcare Analysis Group, University of Amsterdam, The2026 Netherlands · Department of Clinical and Experimental Cardiology, Amsterdam University Medical Center, The Netherlands +2

  7. MRI-Guided Reslice-Refined Cross-Slice SDF Reconstruction of the Left Ventricle from Cardiac MRI with Sparse Axial Supervision

    Sep 8, 2026Quanxin Zheng, Shuai ZhaoCardiac Magnetic Resonance ImagingCardiac Motion

    1China Electronics (Beijing) Information Technology Research Institute Co., Ltd.

  8. CMRVision: A Foundation Model for Cardiac MR Image Analysis

    Sep 1, 2026Athira J. Jacob, Puneet Sharma, Daniel RueckertCardiac Magnetic Resonance ImagingEchocardiography

    Digital Technology and Innovation, Siemens Healthineers, Princeton, NJ, USA · Chair for Al in Healthcare and Medicine, Technical University of Munich (TUM) and TUM University Hospital, Munich, Germany · Department of Computing, Imperial College London, UK

  9. MR-JEPA: A General Purpose Video Foundation Model for Cardiac MRI

    Aug 31, 2026Athira J. Jacob, Puneet Sharma, Dorin Comaniciu +1Cardiac Magnetic Resonance ImagingLeft-Ventricular Ejection Fraction

    Digital Technology and Innovation, Siemens Healthineers, Princeton, NJ, USA · Chair for Al in Healthcare and Medicine, Technical University of Munich (TUM) · TUM University Hospital, Munich, Germany +1

  10. Physics-Informed Implicit Neural Representations for Improved Myocardial Perfusion MRI Quantification

    Aug 11, 2026Christos Tsepas, Chang Yan, Maximilian Fuetterer +2Cardiac Magnetic Resonance ImagingMetamorphic Relation Adequacy

    Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands · Institute for Biomedical Engineering, University and ETH Zurich, Zurich, Switzerland

  11. Foundation Models Adaptation for Multi-View Multi-modal Cardiac MRI Segmentation and Direct Ejection Fraction Estimation

    Aug 7, 2026Sina Amirrajab, Cian M Scannell, Volker Vehof +2Cardiac Magnetic Resonance ImagingLeft-Ventricular Ejection Fraction

    The D-Lab, Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, the Netherlands. · Division of Cardiovascular Imaging, Department of Cardiology I, University Hospital Münster, Münster, Germany · Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands

  12. Intrinsic-Hybrid Latent Diffusion Models for Generative Modeling on Unknown Manifolds

    Aug 5, 2026Yizhu Wang, Mu Niu, Xiaochen YangIdentity-Conditioned Latent Diffusion ModelsLatent Diffusion Model

    School of Mathematics and Statistics, University of Glasgow, Glasgow, U.K.

  13. Robust Low-Tubal-Rank Tensor Completion under Cross-Concentrated Sampling

    Aug 4, 2026HanQin Cai, Longxiu Huang, Jing Qin +1Tensor CompletionCardiac Magnetic Resonance Imaging

    School of Data, Mathematical, and Statistical Sciences and Department of Computer Science, University of Central Florida, Orlando, FL 32816, USA · Department of Computational Mathematics, Science, and Engineering and Department of Mathematics, Michigan State University, East Lansing, MI 48840, USA · Department of Mathematics, University of Kentucky, Lexington, KY 40506, USA +1

  14. Generative Brownian Bridge Diffusion In Motion Space For Enhanced Myocardial Strain Analysis

    Aug 3, 2026Rishov Paul, Frederick H. Epstein, Miaomiao ZhangCardiac Magnetic Resonance ImagingSchrödinger Bridges

    Department of Computer Science, University of Virginia, USA · Department of Biomedical Engineering, University of Virginia, USA · Department of Electrical and Computer Engineering, University of Virginia, USA

  15. NISF++: Geometrically-grounded implicit representations of 3D+time cardiac function from 2D short- and long-axis MR views

    Aug 1, 2026Nil Stolt-Ansó, Maik Dannecker, Steven Jia +2Cardiac Magnetic Resonance ImagingEchocardiography

    Munich Center for Machine Learning, Technical University Munich, Germany · School of Computation, Information and Technology, Technical University Munich, Germany · TUM University Hospital, Technical University Munich, Germany +2

  16. Automatic LV Localization and Short-Axis Plane Estimation from Arbitrary CMR Slice

    Jul 31, 2026Yi Yu, Yixuan Liu, Ziyu Zhang +4Cardiac Magnetic Resonance ImagingCardiac Motion

    The Ohio State University, Columbus, USA · Nanjing University, Nanjing, China

  17. Development of an automated, reliable, and clinically meaningful artificial intelligence (AI) tool for diagnosing cardiac disease from conventional cardiovascular magnetic resonance (CMR) images

    Jul 22, 2026Sina Amirrajab, Volker Vehof, Michael Bietenbeck +6Cardiac Magnetic Resonance ImagingCardiac

    The D-Lab, Department of Precision Medicine, GROW - Research Institute for Oncology and Reproduction, Maastricht University, Maastricht, the Netherlands. · Division of Cardiovascular Imaging, Department of Cardiology I, University Hospital Münster, Von-Esmarch-Str. 48, 48149 Münster, Germany

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

    Jul 8, 2026Shaoming Pan, Chenchuhui Hu, Leon Axel +1Cardiac Magnetic Resonance ImagingMagnetic Resonance Imaging

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

  19. Bi-PT: Bidirectional Cross-Attention Point Transformers for Four-Chamber Heart Reconstruction from Sparse Cardiac MRI Data

    Jul 8, 2026Chenchuhui Hu, Shaoming Pan, Leon Axel +1End-To-End 4D Heart Mesh Recovery Across Full-StackCardiac Magnetic Resonance Imaging

    Department of Computer Science and Engineering, University of Texas at Arlington, Arlington, USA · School of Medicine, New York University, New York, NY, USA

  20. Enhancing Implicit Neural Representations with Image Feature Embedding for Unsupervised Cardiac Cine MRI Reconstruction

    Jul 5, 2026Donghang Lyu, Marius Staring, Yiming Dong +3Cardiac Magnetic Resonance ImagingMagnetic Resonance Imaging

    Division of Image Processing, Department of Radiology, Leiden University Medical Center, 2333ZA Leiden, Netherlands · C.J. Gorter Center, Department of Radiology, Leiden University Medical Center, 2333ZA Leiden, Netherlands · Philips Innovative Technologies, 22335 Hamburg, Germany +1

  21. Piecewise Dynamic Diffusion Regularization for Reconstruction of Cardiac Cine MRI

    Jul 3, 2026Florian Fürnrohr, Reinhard HeckelCardiac Magnetic Resonance ImagingDiffusion Priors

    Technical University of Munich · Munich Center for Machine Learning (MCML)

  22. Learning Cardiac Motion Priors for Implicit Neural Representations

    Jul 1, 2026Andrew Bell, George Webber, Andrew P King +3Cardiac Magnetic Resonance ImagingNeural Representations

    School of Biomedical Engineering and Imaging Sciences, King’s College London, United Kingdom · William Harvey Research Institute, Queen Mary University of London,2026 United Kingdom · Cardio-Oncology Service, Royal Brompton and Harefield Hospitals, London, United Kingdom

  23. Learning from Acquisition: Metadata-driven Multimodal Pre-training for Cardiac MRI

    Jun 27, 2026Xueyi Fu, Liwei Hu, Zi Wang +1Cardiac Magnetic Resonance ImagingEchocardiography

    Department of Surgery & Cancer, Imperial College London, London, UK · Bioengineering Department and Imperial-X, Imperial College London, London, UK · National Heart and Lung Institute, Imperial College London, London, UK +2

  24. Anatomy-Guided Residual Motion Diffusion for Controllable 4D Cardiac MRI Synthesis

    Jun 25, 2026Yiheng Cao, Gustavo Andrade-Miranda, Jiatian Zhang +2Cardiac Magnetic Resonance ImagingMedical Image Generation

    Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Science, Suzhou, China · Systemes Complexes et Intelligence Artificielle, IMT Mines Ales, Ales, France · School of Artificial Intelligence and Advanced Computing, Xi’an Jiaotong-Liverpool University, Suzhou, China

  25. A Latent ODE Approach to Spatiotemporal Modeling of Cine Cardiac MRI

    Jun 25, 2026David Brüggemann, Ekaterina Krymova, Firat Özdemir +6Cardiac Magnetic Resonance ImagingCardiac Motion

    Swiss Data Science Center, EPFL and ETH Zürich, Switzerland · Diagnostic and Interventional Radiology, University Hospital Zürich, Switzerland · Institute for Biomedical Engineering, University and ETH Zürich, Switzerland +2

  26. Neural Phase Correlation

    Jun 16, 2026Cole ReynoldsImage RegistrationDeformable Cnn

    Weyl Labs

  27. Temporally Consistent and Controllable Video Generation of 2D Cine CMR via Latent Space Motion Modeling

    Jun 8, 2026Yiheng Cao, Gustavo Andrade-Miranda, Jiatian Zhang +2Cardiac Magnetic Resonance ImagingMedical Image Generation

    SyCoIA - IMT Mines Alès · Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, China · SyCoIA, IMT Mines Ales, Ales, France

  28. Motion-Guided Causal Disentanglement for Robust Multi-View Cine Cardiac MRI Diagnosis

    Jun 3, 2026Chuankai Xu, Cristiane De Carvalho Singulane, Mohammad Abuannadi +10Cardiac Magnetic Resonance ImagingEchocardiography

    University of Virginia, Charlottesville, VA, USA · University of Chicago, Chicago, IL, USA · Ohio State University, Columbus, OH, USA +5

  29. CardioLens: Revealing the Clinical Reality Gap of MLLMs via Multi-Sequence Cardiac MRI Evaluations

    May 28, 2026Zixian Su, Hongkai Zhang, Fan Gao +12Cardiac Magnetic Resonance ImagingMedical Vision-Language Models

    Beijing Academy of Artificial Intelligence · Beijing Anzhen Hospital · Beihang University +1

  30. Self-Supervised Contrastive Learning for Cardiac MR Sequence Classification

    May 24, 2026Yuli Wang, Hyewon Jung, Dongshen Peng +10Cardiac Magnetic Resonance ImagingMedical Images

    Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA · Department of Electrical and Computer Engineering, Johns Hopkins University,2026 Baltimore, MD, 21218, USA · Department of Computer Science, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599 +4

  31. Motion-Robust Deep Reconstruction for Free-Breathing Cardiac Cine MRI

    May 20, 2026Mahmut Yurt, Kanghyun Ryu, Zhitao Li +8Cardiac Magnetic Resonance Imaging

    Stanford University · KIST · GE Healthcare

  32. Set-Based Groupwise Registration for Variable-Length, Variable-Contrast Cardiac MRI

    May 11, 2026Yi Zhang, Yidong Zhao, Tijmen Toxopeus +3Cardiac Magnetic Resonance ImagingImage Registration

    Department of Imaging Physics, Delft University of Technology, The Netherlands

  33. Uncertainty-Aware Structured Data Extraction from Full CMR Reports via Distilled LLMs

    May 8, 2026Yi Yu, Parker Martin, Zhenyu Bu +5Cardiac Magnetic Resonance ImagingInformation Extraction

    †The Ohio State University · ‡NetMind.AI

  34. Model-based Dynamic 3D MRI Reconstructions using Neural Fields and Tensor Product Expansions

    May 8, 2026Ray Sheombarsing, Max van Riel, David Heesterbeek +2Magnetic Resonance Imaging ReconstructionCardiac Magnetic Resonance Imaging

    Computational Imaging Group for MRI Therapy & Diagnostics, Department of Radiotherapy, University Medical Center Utrecht, Utrecht, The Netherlands

  35. Are Natural-Domain Foundation Models Effective for Accelerated Cardiac MRI Reconstruction?

    Apr 24, 2026Anam Hashmi, Mayug Maniparambil, Julia Dietlmeier +2Cardiac Magnetic Resonance ImagingWireless Foundation Models

    1Dublin City University, Ireland · University College Dublin, Ireland

  36. ECGFlowCMR: Pretraining with ECG-Generated Cine CMR Helps Cardiac Disease Classification and Phenotype Prediction

    Jan 28, 2026Xiaocheng Fang, Zhengyao Ding, Guangkun Nie +9Cardiac Magnetic Resonance ImagingCardiac

    State Key Laboratory of General Artificial Intelligence, Peking University · School of Intelligence Science and Technology, Peking University, Beijing, China · Polytechnic Institute of Zhejiang University, Zhejiang University, Hangzhou, China +4

  37. End-to-End 4D Heart Mesh Recovery Across Full-Stack and Sparse Cardiac MRI

    Sep 15, 2025Yihong Chen, Jiancheng Yang, Deniz Sayin Mercadier +3End-To-End 4D Heart Mesh Recovery Across Full-StackCardiac Magnetic Resonance Imaging

    School of Computer and Communication Science, EPFL · ELLIS Institute Finland, Aalto University, Finland · University of North Carolina at Charlotte +1