Medical Image Harmonization

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13 papers2 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

  1. Frozen Site-Probe Accuracy Is Not a Standalone Harmonization Score: An Audit of Evaluation Practice for Multi-Site MRI

    Oct 9, 2026Muhammad Muqsit Islam, Gloria García Cuenco, José M. Martínez +1Medical Image HarmonizationMagnetic Resonance Imaging

    Universidad Autónoma de Madrid, Spain · Université de Bordeaux, France · Video Processing and Understanding Lab, Universidad Autónoma de Madrid, Spain +1

  2. Cross-dataset harmonization for robust endoscopic image analysis

    Oct 5, 2026Romil Imtiaz, Dimitris K. IakovidisMedical Image AnalysisCross-Dataset Generalization

    Department of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece

  3. Site Is Decodable Before Pretraining: Negative Controls for Probing Frozen Brain-MRI Foundation Models

    Aug 10, 2026Saman RahbarMedical ImagingMedical Imaging Foundation Models

    University of British Columbia, Vancouver, Canada

  4. Metadata Supervised Imaging Representations for Modelling and Controlling Acquisition Variability

    Jul 13, 2026Mehmet Yigit Avci, Pedro Borges, Virginia Fernandez +5Disentangled Representation LearningMedical Image Analysis

    School of Biomedical Engineering & Imaging Sciences, King’s College London, London, UK. · University College London, London, UK. · deepc GMBH, Munich, Germany.

  5. Harmonized Feature Conditioning and Frequency-Prompt Personalization for Multi-Rater Medical Segmentation

    May 6, 2026Sanaz Karimijafarbigloo, Armin Khosravi, Alireza Kheyrkhah +3Medical Image AnalysisFrequency-Domain Feature Learning

    Faculty of Informatics and Data Science, University of Regensburg, Regensburg, Germany · Sharif University of Technology, Tehran, Iran · Iran University of Science and Technology, Tehran, Iran +3

  6. A Target-Free Harmonization Method for MRI

    May 2, 2026Minjun Kim, Dong Ju Mun, Hwihun Jeong +4Medical Image AnalysisMagnetic Resonance Imaging

    Department of Electrical and Computer Engineering, Seoul National University, Seoul, Republic of Korea · Department of Electrical and Computer Engineering, Seoul National University, Seoul, 08826, Republic of Korea · Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA +2

  7. When To Adapt? Adapting the Model or Data in Federated Medical Imaging

    Apr 27, 2026Chamani Shiranthika, Parvaneh SaeediDomain AdaptationMedical Image Classification

    School of Engineering Science, Simon Fraser University, Burnaby, BC, V5A 1S6

  8. Robust-ComBat: Mitigating Outlier Effects in Diffusion MRI Data Harmonization

    Mar 18, 2026Yoan David, Pierre-Marc Jodoin, Alzheimer's Disease Neuroimaging Initiative +1Medical Image HarmonizationMedical Image Analysis

    VitaLab, Dep of Computer Science, University of Sherbrooke, Sherbrooke, QC, J1K 2R1, Canada · Imeka Solutions Inc., Sherbrooke, J1H 4A7, QC, Canada · A comprehensive list of authors and affiliations of this consortium appear at the end of the paper.

  9. SA-CycleGAN-2.5D: Self-Attention CycleGAN with Tri-Planar Context for Multi-Site MRI Harmonization

    Mar 17, 2026Ishrith Gowda, Chunwei LiuMedical Image HarmonizationMagnetic Resonance Imaging

    Department of Electrical Engineering and Computer Sciences University of California, Berkeley Berkeley, CA 94720 · Department of Computer Science Purdue University West Lafayette, IN 47907

  10. Standardizing Medical Images at Scale for AI

    Mar 16, 2026Callen MacPhee, Yiming Zhou, Koichiro Kishima +1Medical Image HarmonizationMedical Image Analysis

    ECE Department, UCLA, 405 Hilgard Ave., Los Angeles, California 90095, USA · Pinpoint Photonics, Inc., 803 Marine Bldg., 4-23 Kaigan-dori, Naka, Yokohama 231-0002, Japan · Adventure Photonics, 889 N. Douglas Ave, El Segundo, California 90245, USA

  11. LUMINA: A Multi-Vendor Mammography Benchmark with Energy Harmonization Protocol

    Mar 15, 2026Hongyi Pan, Gorkem Durak, Halil Ertugrul Aktas +9Mammography Image ClassificationMedical Image Harmonization

    Department of Radiology, Northwestern University, Chicago, IL, USA · Department of Radiation Oncology, University of Health Sciences Prof. Dr. Cemil Tascioglu City Hospital, Istanbul, Turkey · Department of Radiology, Istanbul University, Istanbul, Turkey

  12. HARP: HARmonizing in-vivo diffusion MRI using Phantom-only training

    Mar 5, 2026Hwihun Jeong, Qiang Liu, Kathryn E. Keenan +7Medical Image HarmonizationDiffusion MRI

    Department of Psychiatry, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America · College of Engineering, Northeastern University, Boston, Massachusetts, United States of America · Physical Measurement Laboratory, National Institute of Standards and Technology, Boulder, Colorado, United States of America +6

  13. IHF-Harmony: Multi-Modality Magnetic Resonance Images Harmonization using Invertible Hierarchy Flow Model

    Feb 25, 2026Pengli Zhu, Yitao Zhu, Haowen Pang +1Medical Image HarmonizationMagnetic Resonance Imaging

    Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong Kong · School of Integrated Circuits and Electronics, Beijing Institute of Technology, China · Mental Health Research Center, The Hong Kong Polytechnic University, Hong Kong +1