Medical Imaging Foundation Models

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24 papers in the last four weeks, up 167% on the four weeks before. 0.2% of all new papers.

Jul 13Week of Sep 28

Latest papers 149

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  1. Comprehensive Evaluation and Fine-Tuning of Foundational Cell Nuclei Segmentation Models in Renal Pathology

    Oct 6, 2026Ruijie Wu, Junlin Guo, Ruining Deng +4Medical Imaging Foundation ModelsFine-Tuning

  2. EchoDino: A pediatric foundation model for transferable echocardiographic analysis across the lifespan

    Oct 4, 2026Sheng Cheng, Donnchadh M. O'Sullivan, Daniel J. Penny +3Medical Imaging Foundation ModelsSelf-Supervised Learning

  3. From Image Latent Space to Fuzzy Rules: Interpretable Analysis of Gastrointestinal Foundation Model

    Sep 30, 2026Michael D. Vasilakakis, Dimitris K. IakovidisMedical Imaging Foundation ModelsMedical Image Classification

  4. Med-RADIO: Reducing All Medical Domains Into One via Multi-Teacher Distillation

    Sep 29, 2026Chu Zhang, Haoyu Jiang, Hongyuan Zhang +2Medical Imaging Foundation ModelsMedical Image Classification

  5. TomoTransformer: Towards a Foundation Model for CT Reconstruction

    Sep 29, 2026AmirEhsan Khorashadizadeh, Benjamín BéjarMedical Imaging Foundation ModelsImage Reconstruction

  6. Reduce, Then Encode: Multiscale Volumetric Reduction for 2D Foundation Models in Brain MRI

    Sep 28, 2026Dexuan Ding, Yuankai Qi, Bogong Wang +2Medical Imaging Foundation ModelsDimensionality Reduction

  7. Natural Image Autoencoder-Based fMRI Representations for Trait and State Prediction

    Sep 28, 2026Juhyeon Park, Yeonwoo Kim, Peter Yongho Kim +5Medical Imaging Foundation ModelsfMRI Foundation Models

  8. UltraBench 2: Towards Robust Evaluation of Vision Foundation Models on Ultrasound

    Sep 23, 2026Ashwath Radhachandran, Adam Tupper, Christian Gagné +1Ultrasound Image SegmentationMedical Imaging Foundation Models

  9. A generalizable structural brain MRI foundation model built through dual-priority federated pretraining

    Sep 23, 2026Zhen Yu, Yang Liu, Xiahai Zhuang +1Medical Imaging Foundation ModelsFederated Learning Aggregation

  10. A Scaling Study for fMRI Foundation Models

    Sep 23, 2026Wenhao Ye, Xuanye Pan, Junfeng Xia +3Medical Imaging Foundation ModelsfMRI Foundation Models

  11. nnFoundation: 3D Foundation Models for Radiology

    Sep 22, 2026Constantin Ulrich Harsy, Tassilo Wald, Karol Gotkowski +803D Foundation ModelsMedical Imaging Foundation Models

  12. Foundation model embeddings capture pre-diagnostic changes on screening mammograms

    Sep 22, 2026Kalina P. Slavkova, Eric Brattain, Aditya Gowd +6Breast CancerMedical Imaging Foundation Models

  13. Radiomics-Conditioned Modulation of RenalCLIP Features for Clear Cell Renal Cell Carcinoma Classification

    Sep 22, 2026Yuan Liang, Sourav Bhattacharjee, Abraham CampbellMedical Imaging Foundation ModelsRadiomics

  14. Complementary Roles of Radiomics and Foundation Representations in Renal Cell Carcinoma Classification: A Comparative Study of 2D and 3D CT Encodings

    Sep 22, 2026Yuan Liang, Sourav Bhattacharjee, Abraham CampbellMedical Imaging Foundation ModelsOncology

  15. Evaluating the Generalization of Neuroimaging Foundation Models on African Brain MRI

    Sep 21, 2026Oluwatobi Iyanuoluwa Akinmuleya, Olatokun Shamsudeen Akano, Samuel Danquah Ankapong +2Medical Imaging Foundation ModelsDomain Generalization

  16. 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 +15Radiology Report GenerationMedical Imaging Foundation Models

  17. FreqDINO++: A Frequency-Guided Multi-Task Routing Vision Foundation Model for Universal Ultrasound Analysis

    Sep 17, 2026Qing Xu, Yixuan Zhang, Yue Li +7Ultrasound Image SegmentationMedical Imaging Foundation Models

  18. Mammography Foundation Models for Opportunistic Prediction of Major Adverse Cardiovascular Events

    Sep 16, 2026Paula Feldman, Nusrat Binta Nizam, Sunwoo Kwak +3Medical Imaging Foundation ModelsClinical Outcome Prediction

  19. Open ultrasound foundation model for robust segmentation and clinical measurement across heterogeneous settings

    Sep 16, 2026Chao Qin, Fahad Shahbaz Khan, Salman Khan +4Interactive Medical Image SegmentationUltrasound Image Segmentation

  20. woma: a real-time foundation model and its fine-tuned models for endoscopy

    Sep 14, 2026Thang Tran, Lan DangEndoscopyMedical Imaging Foundation Models

  21. SV-Cine: Diagnosis-Conditioned Segmentation of Single Ventricle Physiology via Generative Data Augmentation

    Sep 14, 2026Lila Cunge, Yuehong Liu, Hang Xu +5Synthetic Data AugmentationMedical Imaging Foundation Models

  22. DINO-Med: A Unified Patch-Based Adaptation Framework for Multi-Modal Medical Image Analysis Applied to Liver Fibrosis Staging

    Sep 11, 2026Boya Wang, Ruizhe Li, Chao Chen +1Medical Imaging Foundation ModelsMultimodal Classification

  23. BrainTaskonomy: Learning How to Pretrain and What to Transfer in fMRI Foundation Models

    Sep 9, 2026Junfeng Xia, Wenhao Ye, Junxiang Zhang +3Medical Imaging Foundation ModelsfMRI Foundation Models

  24. Disease Burden over Skin Tone: Decomposing the Dermatology-AI Generalization Gap

    Sep 2, 2026Nirajan Kunwor, Sanjaya Poudel, Quoc-Huy Trinh +2Domain GeneralizationSkin Lesion Classification

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

    Sep 1, 2026Athira J. Jacob, Puneet Sharma, Daniel RueckertMedical Imaging Foundation ModelsMedical Image Classification

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

    Aug 31, 2026Athira J. Jacob, Puneet Sharma, Dorin Comaniciu +1Medical Imaging Foundation ModelsSelf-Supervised Pre-Training

  27. Uncertainty of Vision Medical Foundation Models

    Aug 31, 2026Haoxu Huang, Narges RazavianMedical Imaging Foundation ModelsUncertainty Quantification

  28. Subgroup performance analysis of adaptation strategies for chest X-ray foundation models

    Aug 19, 2026Dhruv Gupta, Emma A. M. Stanley, Fabio De Sousa Ribeiro +2Chest X-Ray ClassificationMedical Imaging Foundation Models

  29. Evaluation of Clinically Steerable Retinal Image Generation from Foundation Model Latent Spaces

    Aug 13, 2026Zuzanna A. Wakefield-Skórniewska, Bartłomiej W. PapieżSynthetic-to-Real Domain AdaptationMedical Imaging Foundation Models

  30. GenFAR: A generalized representation of brain structure, derived from 49,246 multi-cohort MRIs via deep learning

    Aug 12, 2026Vishnu M. Bashyam, Guray Erus, Junhao Wen +29Medical Imaging Foundation ModelsMulti-Task Learning

  31. Frozen Brain-MRI Foundation Models Are Site Fingerprints

    Aug 10, 2026Saman RahbarMedical ImagingMedical Imaging Foundation Models

  32. A continually expandable foundation model for brain MRI

    Aug 8, 2026Michail Mamalakis, Carmen Jimenez-Mesa, Yonghao Li +8Medical Imaging Foundation ModelsContinual Learning

  33. Distilling CT Foundation Models into Editable Concept Bottlenecks for Lung Nodule Malignancy Prediction

    Aug 8, 2026Fakrul Islam Tushar, Stephen Adamo, Geoffrey D. RubinMedical Imaging Foundation ModelsConcept Bottleneck Models

  34. DINO-3DRA: Leveraging 2D Foundation Model Semantics for 3D Cerebral Aneurysm Segmentation

    Aug 7, 2026Jiayang Lu, Fengming Lin, Alejandro F. Frangi +1Medical Imaging Foundation ModelsTransfer Learning

  35. 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 +2Medical Imaging Foundation ModelsLeft Ventricular Ejection Fraction Estimation

  36. A foundation-model approach to pediatric headache classification from rs-fMRI

    Aug 7, 2026Guilherme S. Imai Aldeia, Clara Moon, Julie Shulman +5Medical Imaging Foundation ModelsMedical Diagnosis

  37. Do 3D Medical Foundation Models See Through MRI Artifacts? A Controlled Study of Representation Robustness

    Aug 6, 2026Julia Anna Mielcarz, Daniel Klaaby, Mostafa Mehdipour Ghazi3D Foundation ModelsMedical Imaging Foundation Models

  38. Big, Bright, or Invisible: A Frozen-Feature Benchmark of 3D CT Foundation Models

    Aug 6, 2026Maulik Chevli, Johannes Brandt, Rickmer Braren +23D Foundation ModelsMedical Imaging Foundation Models

  39. Text-Guided Refinement of Multi-sequence Glioma Subregion Segmentation with a Vision-Language Foundation Model

    Aug 5, 2026Zach Eidex, Yu-nong Lin, Mojtaba Safari +4Interactive Medical Image SegmentationMedical Imaging Foundation Models

  40. EndoVLM: An Endoscopy Vision-Language Pre-training Model via Anatomy-Guided Sparsity and Progressive Alignment

    Aug 5, 2026Zhenyu Yi, Jianwei Xu, Yue Hu +6Medical Imaging Foundation ModelsMedical VLMs

  41. Generative AI and Foundation Models in Medical Image

    Aug 3, 2026Masahiro OdaMedical Imaging Foundation ModelsMedical Image Synthesis

  42. Location-Aware Fine-Grained Representation Learning for Medical Vision Foundation Models

    Aug 2, 2026Myeongkyun Kang, Yanting Yang, Xiaoxiao LiMedical Imaging Foundation ModelsMedical Image Grounding

  43. Representation Transfer of Foundation Models for Ultra-Widefield Retinal Imaging

    Aug 1, 2026Mingya Alexa Gong, Da Ma, Lovre Antonio Budimir +7Medical Imaging Foundation ModelsDiabetic Retinopathy Grading

  44. MedSAM2-Anatomy: Training-Free Inference-Time Optimization for Musculoskeletal Segmentation

    Jul 31, 2026John Garcia Henao, Nicholas Bünger, Benedikt Herzog +11Medical Imaging Foundation ModelsInference-Time Optimization

  45. MoPET: Parameter-Efficient Mixture-of-Experts for Unified Medical Image Classification

    Jul 31, 2026Sebastian Doerrich, Daniel Würtinger, Francesco Di Salvo +2Medical Imaging Foundation ModelsMedical Image Classification

  46. UltraSAM3: A Concept-Driven Foundation Model for Universal Ultrasound Image Segmentation

    Jul 31, 2026Bo Xu, Quanhao Zhu, Rui Lin +5Ultrasound Image SegmentationMedical Imaging Foundation Models

  47. Do Medical Foundation Models Generalize on the African Brain?

    Jul 30, 2026Kaouther Mouheb, Gonzalo Esteban Mosquera Rojas, Juancito van Leeuwen +2Medical Imaging Foundation ModelsNeuroimaging

  48. Negative controls reveal volume-driven confounding in radiomics and imaging foundation model features

    Jul 30, 2026Katy L. Scott, Sejin Kim, Joshua Siraj +6Medical ImagingMedical Imaging Foundation Models

  49. Rethinking Artificial Intelligence in Medical Imaging: Assumptions, Reality, and Reframing

    Jul 29, 2026Arman Rahmim, Nourhan Bayasi, Xiaoxiao Li +2Medical ImagingMedical Imaging Foundation Models

  50. Anatomy Contextualized Adaption of CT Foundation Models

    Jul 29, 2026Roshan Kenia, Stephanie L McNamara, William LotterMedical Imaging Foundation ModelsVLM Adaptation

  51. Empirical investigation of 3D CT Foundation Models and Unsupervised Adaptation for Head and Neck Cancer Recurrence Prediction

    Jul 29, 2026Bilel Guetarni, Feryal Windal, David Pasquier +1Medical Imaging Foundation ModelsUnsupervised Domain Adaptation

  52. Comparing the Performance of Foundation Model Derived Embeddings with Traditional Approaches for Distant Metastasis Prediction in Head and Neck Cancer

    Jul 28, 2026Erich Schmitz, Meixu Chen, Bowen Jing +1Medical Imaging Foundation ModelsClinical Outcome Prediction

  53. Rad-JEPA 3D: Radiology Joint-Embedding Predictive Model for 3D Computed Tomography

    Jul 28, 2026Quoc-Huy Trinh, Minh-Van Nguyen, Ulas BagciMedical Imaging Foundation Models3D Medical Imaging

  54. OrganLens: Organ-Specific Representation Learning for CT Foundation Models

    Jul 28, 2026Zhixuan Ge, Anqi Li, Sadeer Al-Kindi +2Medical Imaging Foundation ModelsRepresentation Learning