Machine Learning for Biomedical Imaging
Welcome to Melba (Machine Learning for Biomedical Imaging), a web-based journal devoted to the free and unrestricted access of high quality articles in the broad field that bridges machine learning and biomedical imaging. There are no publication charges with MELBA: you wrote it, the community reviewed it, we publish it – no hidden charges and you own your own publication. *
* The Scholastica submission system requires a $10 charge during initial submission. However, we are actively working on removing this as well.
You can read more about the mission statement of the journal, or jump right away to the journal publications. For authors, instructions are available here.
Latest publications
December 2025 issue
Ahmed W. MoawadTrinity health Mid Atlantic Hospitals, Darby, PA, USAAhmed W. MoawadTrinity health Mid Atlantic Hospitals, Darby, PA, USA
Equal First Authors
Organizer
Data contributors et al.
Equal First Authors
Organizer
Data contributors, Anastasia JanasDepartment of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
Equal First Authors
Organizer
Data contributors
International lead, Ujjwal BaidDivision of Computational Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, USA
Equal First Authors
Organizer
Data contributors, Divya RamakrishnanDepartment of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
Equal First Authors
Organizer
Data contributors, Rachit SalujaDepartment of Electrical and Computer Engineering, Cornell University and Cornell Tech, New York, NY, USA
Department of Radiology, Weill Cornell Medicine, New York, NY, USA
Equal First Authors
Organizer
Data contributors
BraTS2024 Organizer, Nader AshrafDepartment of Radiology, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
College of Medicine, Alfaisal University, Riyadh, Saudi Arabia
Equal First Authors
Organizer
Data contributors
BraTS2024 Organizer, Nazanin MalekiDepartment of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
Department of Radiology, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
Equal First Authors
Organizer
Data contributors
International lead, Leon JekelDKFZ Division of Translational Neurooncology at the WTZ, German Cancer Consortium, DKTK Partner Site, University Hospital Essen, Essen, Germany
Equal First Authors
Organizer
Data contributors, Nikolay YordanovFaculty of Medicine, Medical University - Sofia, Sofia, Bulgaria
International lead
Super Annotator, Pascal FehringerFaculty of Medicine, Jena University Hospital, Friedrich Schiller University Jena, Jena, Germany
International lead
Super Annotator, Athanasios GkampenisUniversity of Ioannina School of Medicine, Ioannina, Greece
International lead
Super Annotator, Raisa AmiruddinDepartment of Radiology, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
Organizer
International lead, Amirreza ManteghinejadDepartment of Radiology, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
Organizer, Maruf AdewoleMedical Artificial Intelligence Lab, Crestview Radiology, Lagos, Nigeria
Organizer, Jake AlbrechtSage Bionetworks, Seattle, WA, USA
Organizer, Udunna AnazodoMedical Artificial Intelligence Lab, Crestview Radiology, Lagos, Nigeria
Montreal Neurological Institute, McGill University, Montreal, Canada
Organizer, Sanjay AnejaDepartment of Therapeutic Radiology, Yale School of Medicine, New Haven, CT, USA
Organizer, Syed Muhammad AnwarSheikh Zayed Institute for Pediatric Surgical Innovation, Children’s National Hospital, Washington, D.C., USA
Organizer, Timothy BergquistDepartment of Radiology, Mayo Clinic, Rochester, MN, USA
Organizer, Veronica ChiangDepartment of Neurosurgery, Yale School of Medicine, New Haven, CT, USA
Organizer, Verena ChungSage Bionetworks, Seattle, WA, USA
Organizer, Gian Marco ConteDepartment of Radiology, Mayo Clinic, Rochester, MN, USA
Organizer, Farouk DakoCenter for Global Health, Perelman School of Medicine, University of Pennsylvania, PA, USA
Organizer, James EddySage Bionetworks, Seattle, WA, USA
Organizer, Ivan EzhovDepartment of Informatics, Technical University Munich, Germany
Organizer, Nastaran KhaliliCenter for Data-Driven Discovery in Biomedicine, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
Organizer, Keyvan FarahaniCancer Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
Organizer, Juan Eugenio IglesiasAthinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA
Organizer, Zhifan JiangChildren’s National Hospital, Washington, D.C., USA
Organizer, Elaine JohansonPrecisionFDA, U.S. Food and Drug Administration, Silver Spring, MD, USA
Organizer, Anahita Fathi KazerooniCenter for Data-Driven Discovery in Biomedicine, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA
Division of Neurosurgery, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
Organizer, Florian KoflerDepartment of Neuroradiology, Technical University of Munich, Munich, Germany
Organizer, Kiril KrantchevDepartment of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
Organizer
Data contributors
Annotator
International lead, Dominic LaBellaDepartment of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
Organizer, Koen Van LeemputDepartment of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark
Organizer, Hongwei Bran LiAthinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA
Organizer, Marius George LinguraruSheikh Zayed Institute for Pediatric Surgical Innovation, Children’s National Hospital, Washington, D.C., USA
Departments of Radiology and Pediatrics, George Washington University School of Medicine and Health Sciences, Washington, D.C., USA
Organizer, Xinyang LiuChildren’s National Hospital, Washington, D.C., USA
Organizer, Zeke MeierBooz Allen Hamilton, McLean, VA, USA
Organizer, Bjoern H MenzeBiomedical Image Analysis & Machine Learning, Department of Quantitative Biomedicine, University of Zurich, Switzerland
Organizer, Harrison MoyDepartment of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
Organizer
Data contributors
Annotator, Klara OsenbergDepartment of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
Organizer
Data contributors, Marie PiraudHelmholtz AI, Helmholtz Munich, Germany
Organizer, Zachary ReitmanDepartment of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
Organizer, Russell Takeshi ShinoharaCenter for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, PA, USA
Organizer, Chunhao WangDepartment of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
Organizer, Benedikt WiestlerDepartment of Neuroradiology, Technical University of Munich, Munich, Germany
Organizer, Walter WigginsDuke University School of Medicine, Durham, NC, USA
Organizer, Umber ShafiqueDepartment of Radiology and Imaging Sciences, Indiana University, Indianapolis, IN, USA
Organizer
Super Approver, Klara WillmsDepartment of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
Data contributors, Arman AvestaDepartment of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
Department of Radiology, Neuroradiology, Massachusetts General Hospital, Boston, MA, USA
Data contributors, Khaled BousabarahVisage Imaging, GmbH, Berlin, Germany
Data contributors
Annotator, Satrajit ChakrabartyDepartment of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA
GE HealthCare, San Ramon, CA, USA
Data contributors, Nicolo GennaroDepartment of Radiology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
Data contributors, Wolfgang HollerVisage Imaging, GmbH, Berlin, Germany
Data contributors
Annotator, Manpreet KaurLudwig Maximilian University, Munich, Germany
Data contributors
Annotator, Pamela LaMontagneMallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA
Data contributors, MingDe LinVisage Imaging, Inc, San Diego, CA, USA
Data contributors
Annotator, Jan LostDepartment of Neurosurgery, Heinrich-Heine University, Moorenstrasse 5, Dusseldorf, Germany
Data contributors
Annotator, Daniel S. MarcusMallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA
Data contributors, Ryan MarescaDepartment of Therapeutic Radiology, Yale School of Medicine, New Haven, CT, USA
Data contributors
Annotator, Sarah MerkajUniversity of Ulm, Ulm, Germany
Data contributors
Annotator, Gabriel Cassinelli PedersenUniversity of Göttingen, Göttingen, Germany
Data contributors
Annotator, Marc von ReppertUniversity of Leipzig, Leipzig, Germany
Data contributors
Annotator, Aristeidis SotirasMallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA
Institute for Informatics, Data Science & Biostatistics, Washington University School of Medicine, St. Louis, MO, USA
Data contributors, Oleg TeytelboymTrinity health Mid Atlantic Hospitals, Darby, PA, USA
Data contributors, Niklas TillmansDepartment of Diagnostic and Interventional Radiology, Medical Faculty, University Dusseldorf, Dusseldorf, Germany
Data contributors
Annotator, Malte WesterhoffVisage Imaging, GmbH, Berlin, Germany
Data contributors
Annotator, Ayda YoussefCairo University, Cairo, Egypt
Data contributors, Devon GodfreyDepartment of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
Data contributors, Scott FloydDepartment of Radiation Oncology, Duke University Medical Center, Durham, NC, USA
Data contributors, Andreas RauscheckerDepartment of Radiology and Biomedical Imaging, University of California San Francisco, CA, USA
Data contributors, Javier Villanueva-MeyerDepartment of Radiology and Biomedical Imaging, University of California San Francisco, CA, USA
Data contributors, Irada PflügerDepartment of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
Data contributors, Jaeyoung ChoDepartment of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
Data contributors, Martin BendszusDepartment of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
Data contributors, Gianluca BrugnaraDepartment of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
Data contributors, Justin CramerDepartment of Radiology, Mayo Clinic, Phoenix, AZ, USA
Super Approver, Gloria J. Guzman Perez-CarilloNeuroradiology Section, Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, MO, USA
Super Approver, Derek R. JohnsonDepartment of Radiology, Mayo Clinic, Rochester, MN, USA
Super Approver, Anthony KamLoyola University Medical Center, Hines, IL, USA
Super Approver, Benjamin Yin Ming KwanDepartment of Radiology, Queen’s University, Kingston, ON, Canada
Super Approver, Lillian LaiDepartment of Radiology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA
Super Approver, Neil U. LallChildren’s Healthcare of Atlanta, GA, USA
Super Approver, Fatima MemonCarolina Radiology Associates, Myrtle Beach, SC, USA
McLeod Regional Medical Center, Florence, SC, USA
Medical University of South Carolina, Charleston, SC, USA
Super Approver, Mark KryciaCarolina Radiology Associates, Myrtle Beach, SC, USA
Super Approver, Satya Narayana PatroUniversity of Arkansas Medical Center, Little Rock, AR, USA
Super Approver, Bojan PetrovicNorthShore Endeavor Health, Evanston, IL, USA
Super Approver, Tiffany Y. SoDepartment of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong SAR
Super Approver, Gerard ThompsonCentre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
Department of Clinical Neurosciences, NHS Lothian, Edinburgh, United Kingdom
Super Approver, Lei WuDepartment of Radiology, University of Washington, Seattle, WA, USA
Super Approver, E. Brooke SchrickelDepartment of Radiology, Ohio State University College of Medicine, Columbus, OH, USA
Super Approver, Anu BansalAlbert Einstein Medical Center, Hartford, CT, USA
Rest of Approvers, Frederik BarkhofAmsterdam UMC, location Vrije Universiteir, Netherlands
University College London, United Kingdom
Rest of Approvers, Cristina BesadaHospital Italiano de Buenos Aires, Buenos Aires, Argentina
Rest of Approvers, Sammy ChuDepartment of Radiology, University of Washington, Seattle, WA, USA
Rest of Approvers, Jason DruzgalDepartment of Radiology and Medical Imaging, University of Virginia, Charlottesville, Virginia, USA
Rest of Approvers, Alexandru DusoiKlinikum Hochrhein, Waldshut-Tiengen, Germany
Rest of Approvers, Luciano FarageCentro Universitario Euro-Americana (UNIEURO), Bras´ılia, DF, Brazil
Rest of Approvers, Fabricio FeltrinDepartment of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA
Rest of Approvers, Amy FongSouthern District Health Board, Dunedin, New Zealand
Rest of Approvers, Steve H. FungDepartment of Radiology, Houston Methodist, Houston, TX, USA
Rest of Approvers, R. Ian GrayUniversity of Tennessee Medical Center, Knoxville, TN, USA
Rest of Approvers, Ichiro IkutaDepartment of Radiology, Mayo Clinic, Phoenix, AZ, USA
Rest of Approvers, Michael IvDepartment of Radiology, Stanford University, Stanford, CA, USA
Rest of Approvers, Alida A. PostmaDepartment of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, the Netherlands
Mental Health and Neuroscience Research Institute, Maastricht University, Maastricht, the Netherlands
Rest of Approvers, Amit MahajanDepartment of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
Rest of Approvers, David JoynerDepartment of Radiology and Medical Imaging, University of Virginia, Charlottesville, Virginia, USA
Rest of Approvers, Chase KrumpelmanDepartment of Radiology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
Rest of Approvers, Laurent Letourneau-GuillonCentre Hospitalier de l’Universite de Montreal and Centre de Recherche du CHUM Montreal, Canada
Rest of Approvers, Christie M. LincolnDepartment of Neuroradiology, MD Anderson Cancer Center, Houston, TX, USA
Rest of Approvers, Mate E. MarosDepartments of Neuroradiology & Biomedical Informatics, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
Rest of Approvers, Elka MillerDepartment of Diagnostic and Interventional Radiology, SickKids Hospital, University of Toronto, Canada
Rest of Approvers, Fanny MorónDepartment of Radiology, Baylor College of Medicine, Houston, TX, USA
Rest of Approvers, Esther A. NimchinskyDepartment of Radiology, New Jersey Medical School, Newark, NJ, USA
Rest of Approvers, Ozkan OzsarlakDepartment of Radiology, AZ Monica, Antwerp Area, Belgium
Rest of Approvers, Uresh PatelMedicolegal Imaging Experts LLC, Mercer Island, WA, USA
Rest of Approvers, Saurabh RohatgiDepartment of Radiology, Neuroradiology, Massachusetts General Hospital, Boston, MA, USA
Rest of Approvers, Atin SahaDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
Weill Cornell Medical College, New York, NY, USA
Rest of Approvers, Anousheh SayahMedStar Georgetown University Hospital, Washington, D.C., USA
Rest of Approvers, Eric D. SchwartzDepartment of Radiology, St.Elizabeth’s Medical Center, Boston, MA, USA
Department of Radiology, Tufts University School of Medicine, Boston, MA, USA
Rest of Approvers, Robert ShihWalter Reed National Military Medical Center, Bethesda, MD, USA
Rest of Approvers, Mark S. ShiroishiKeck School of Medicine, Los Angeles, CA, USA
Rest of Approvers, Juan E. SmallLahey Hospital and Medical Center, Burlington, MA, USA
Rest of Approvers, Manoj TanwarDepartment of Radiology, University of Alabama, Birmingham, AL, USA
Rest of Approvers, Jewels ValerieDepartment of Radiology, University of North Carolina School of Medicine, Chapel Hill, NC, USA
Rest of Approvers, Brent D. WeinbergDepartment of Radiology and Imaging Sciences, Emory University, Atlanta, GA, USA
Rest of Approvers, Matthew L. WhiteUniversity of Nebraska Medical Center, Omaha, NE, USA
Rest of Approvers, Robert YoungDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
Rest of Approvers, Vahe M. ZohrabianNorthwell Health, Zucker Hofstra School of Medicine at Northwell, North Shore University Hospital, Hempstead, New York, NY, USA
Rest of Approvers, Aynur AzizovaCancer Center Amsterdam, Imaging and Biomarkers, Amsterdam, The Netherlands
Rest of Approvers, Melanie Maria Theresa BrüßelerLudwig Maximilian University, Munich, Germany
Super Annotator, Mohanad GhonimDepartment of Radiology, Ain Shams University, Cairo, Egypt
Super Annotator, Mohamed GhonimDepartment of Radiology, Ain Shams University, Cairo, Egypt
Super Annotator, Abdullah OkarUniversity of Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
Super Annotator, Luca PasquiniDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
Super Annotator, Yasaman SharifiDepartment of Radiology, Iran University of Medical Sciences, Tehran, Iran
Super Annotator, Gagandeep SinghColumbia University Irving Medical Center, New York, NY, USA
Super Annotator, Nico SollmannDepartment of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany
Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
TUM-Neuroimaging Center, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
Super Annotator, Theodora SoumalaUniversity of Ioannina School of Medicine, Ioannina, Greece
Super Annotator, Mahsa TaherzadehDepartment of Radiology, Arad Hospital, Tehran, Iran
Super Annotator, Philipp VollmuthDepartment of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
Department of Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany
Data contributors
BraTS2024 Organizer, Martha Foltyn-DumitruDepartment of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
Data contributors
BraTS2024 Organizer, Ajay MalhotraDepartment of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT, USA
Data contributors
BraTS2024 Organizer, Aly H. AbayazeedDepartment of Radiology, Stanford University, Stanford, CA, USA
BraTS2024 Organizer, Francesco DellepianeFunctional and Interventional Neuroradiology Unit, Bambino Gesù Children’s Hospital, Rome, Italy
BraTS2024 Organizer, Philipp LohmannInstitute of Neuroscience and Medicine (INM-4), Research Center Juelich, Juelich, Germany
Department of Nuclear Medicine, University Hospital RWTH Aachen, Aachen, Germany
BraTS2024 Organizer, Víctor M. Pérez-GarcíaMathematical Oncology Laboratory & Department of Mathematics, University of Castilla-La Mancha, Spain
BraTS2024 Organizer, Hesham ElhalawaniDepartment of Radiation Oncology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
BraTS2024 Organizer, Maria Correia de VerdierDepartment of Surgical Sciences, Section of Neuroradiology, Uppsala University, Sweden
Department of Radiology, University of California San Diego, CA, USA
BraTS2024 Organizer, Sanaria Al-RubaieyCharité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany
Rest of Annotators, Rui Duarte ArmindoDepartment of Neuroradiology, Western Lisbon Hospital Centre (CHLO), Portugal
Rest of Annotators, Kholod AshrafCairo University, Cairo, Egypt
Rest of Annotators, Moamen M. AslaZagazig University, Zagazig, Egypt
Rest of Annotators, Mohamed BadawyDiagnostic Radiology Department, Wayne State University, Detroit, MI
Rest of Annotators, Jeroen BisschopInstitute of Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.
Rest of Annotators, Nima Broomand LomerFaculty of Medicine, Guilan University of Medical Sciences, Rasht, Iran
Rest of Annotators, Jan BukatzCharité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany
Rest of Annotators, Jim ChenDepartment of Radiology/Division of Neuroradiology, San Diego Veterans Administration Medical Center/UC San Diego Health System, San Diego, CA, USA
Rest of Annotators, Petra CimflovaDepartment of Radiology, University of Calgary, Calgary, Canada
Rest of Annotators, Felix CorrEDU Institute of Higher Education, Villa Bighi, Chaplain’s House, Kalkara, Malta
Rest of Annotators, Alexis CrawleyBay Imaging Consultants, Walnut Creek, CA, USA
Rest of Annotators, Lisa DeptulaRoss University School of Medicine, Bridgetown, Barbados
Rest of Annotators, Tasneem ElakhdarCairo University, Cairo, Egypt
Rest of Annotators, Islam H. ShawaliCairo University, Cairo, Egypt
Rest of Annotators, Shahriar FaghaniDepartment of Radiology, Mayo Clinic, Rochester, MN, USA
Rest of Annotators, Alexandra FrickDepartment of Neurosurgery, Vivantes Klinikum Neukölln, Berlin, Germany
Rest of Annotators, Vaibhav GulatiMercy Catholic Medical Center, Darby, PA, USA
Rest of Annotators, Muhammad Ammar HaiderC.M.H. Lahore Medical College, Lahore, Pakistan
Rest of Annotators, Fátima HierroNeuroradiology Department, Pedro Hispano Hospital, Matosinhos, Portugal
Rest of Annotators, Rasmus Holmboe DahlDepartment of Radiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark
Rest of Annotators, Sarah Maria JacobsRijnstate Hospital, Arnhem, Netherlands
Rest of Annotators, Kuang-chun Jim HsiehDepartment of Radiology, Baylor College of Medicine, Houston, TX, USA
Rest of Annotators, Sedat G. KandemirliDepartment of Radiology, University of Iowa Hospitals and Clinics, Iowa City, IA, USA
Rest of Annotators, Katharina KerstingCharité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany
Rest of Annotators, Laura KidaCharité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany
Rest of Annotators, Sofia KolliaNational and Kapodistrian University of Athens, School of Medicine, Athens, Greece
Rest of Annotators, Ioannis KoukoulithrasDepartment of Neurosurgery, University Hospital of Ioannina, Ioannina, Greece
Rest of Annotators, Xiao LiDepartment of Radiology and Imaging Sciences, Emory University, Atlanta, GA, USA
Rest of Annotators, Ahmed AbouelattaCairo University, Cairo, Egypt
Rest of Annotators, Aya MansourCairo University, Cairo, Egypt
Rest of Annotators, Ruxandra-Catrinel Maria-ZamfirescuCharité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany
Rest of Annotators, Marcela MarsigliaDepartment of Radiology, Brigham and Women’s Hospital, Massachusetts General Hospital, Boston, MA, USA
Rest of Annotators, Yohana Sarahi Mateo-CamachoDepartment of Neuroradiology, Universidad Autónoma de Nuevo León, México
Rest of Annotators, Mark McArthurDepartment of Radiological Sciences, University of California Los Angeles, Los Angeles, CA, USA
Rest of Annotators, Olivia McDonnellGold Coast University Hospital, Queensland Health, Australia
Rest of Annotators, Maire McHughDepartment of Radiology Manchester NHS Foundation Trust, North West School of Radiology, Manchester, United Kingdom
Rest of Annotators, Mana MoassefiArtificial Intelligence Lab, Department of Radiology, Mayo Clinic, Rochester, MN, USA
Rest of Annotators, Samah Mostafa MorsiDepartment of Neuroradiology, MD Anderson Cancer Center, Houston, TX, USA
Rest of Annotators, Alexander MunteanuCorewell Health West, MI, USA
Rest of Annotators, Khanak K. NandoliaDepartment of Radiodiagnosis, All India Institute of Medical Sciences Rishikesh, India
Rest of Annotators, Syed Raza NaqviWindsor Regional Hospital, Western University, Ontario, Canada
Rest of Annotators, Yalda NikanpourArtificial Intelligence & Informatics, Mayo Clinic, Rochester, MN, USA
Rest of Annotators, Mostafa AlnouryDepartment of Radiology, University of Pennsylvania, PA, USA
Rest of Annotators, Abdullah Mohamed Aly NouhDepartment of Radiology, Life Care Hospital, Freetown, Sierra Leone
Rest of Annotators, Francesca PappafavaDepartment of Medicine and Surgery, Università degli Studi di Perugia, Italy
Rest of Annotators, Markand D. PatelDepartment of Neuroradiology, Imperial College Healthcare NHS Trust, London, United Kingdom
Rest of Annotators, Samantha PetrucciDepartment of Radiology and Biomedical Imaging, University of California San Francisco, CA, USA
Rest of Annotators, Eric RawieDepartment of Radiology, Michigan Medicine, Ann Arbor, MI, USA
Rest of Annotators, Scott RaymondDepartment of Radiology, University of Vermont Medical Center, Burlington, VT, USA
Rest of Annotators, Borna RoohaniUniversity of Hamburg, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
Rest of Annotators, Sadeq SabouhiIsfahan University of Medical Sciences, Isfahan, Iran
Rest of Annotators, Laura M. Sanchez-GarciaDepartment of Radiology, The American British Cowdray Medical Center, Mexico City, Mexico
Rest of Annotators, Zoe ShakedCharité-Universitätsmedizin Berlin (Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health), Berlin, Germany
Rest of Annotators, Pokhraj P. SutharRush University Medical Center, Chicago, IL, USA
Rest of Annotators, Talissa AltesRadiology Department, University of Missouri, Columbia, MO, USA
Rest of Annotators, Edvin IsufiRadiology Department, University of Missouri, Columbia, MO, USA
Rest of Annotators, Yaseen DhemeshWashington University School of Medicine in St. Louis, St. Louis, MO, USA
Rest of Annotators, Jaime GassRadiology Department, University of Missouri, Columbia, MO, USA
Rest of Annotators, Jonathan ThackerRadiology Department, University of Missouri, Columbia, MO, USA
Rest of Annotators, Abdul Rahman TarabishyDepartment of NeuroRadiology, Rockefeller Neuroscience Institute, West Virginia University. Morgantown, WV, USA
Rest of Annotators, Benjamin TurnerLeeds Teaching Hospitals NHS Trust, Leeds, United Kingdom
Rest of Annotators, Sebastiano VaccaUniversity of Cagliari, School of Medicine and Surgery, Cagliari, Italy
Rest of Annotators, George K. VilanilamLeeds Teaching Hospitals NHS Trust, Leeds, United Kingdom
Rest of Annotators, Daniel WarrenWashington University School of Medicine in St. Louis, St. Louis, MO, USA
Rest of Annotators, David WeissDepartment of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, Essen, Germany
Rest of Annotators, Fikadu WoredeDepartment of Radiology, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
Rest of Annotators, Sara YousryCairo University, Cairo, Egypt
Rest of Annotators, Wondwossen LereboDepartment of Radiology, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
Stats, Alejandro AristizabalMLCommons, San Francisco, CA, USA
Factored, Palo Alto, CA, USA
MLCommons, Alexandros KarargyrisMLCommons, San Francisco, CA, USA
MLCommons, Hasan KassemMLCommons, San Francisco, CA, USA
MLCommons, Sarthak PatiDivision of Computational Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, USA
MLCommons, San Francisco, CA, USA
Center For Federated Learning in Medicine, Indiana University, Indianapolis, IN, USA
MLCommons, Micah ShellerMLCommons, San Francisco, CA, USA
Intel Corporation, Hillsboro, OR, USA
MLCommons, Katherine E. LinkNew York University School of Medicine, New York, NY, USA
Organizer
Data contributors, Evan CalabreseDepartment of Radiology, Duke University Medical Center, Durham, NC, USA
Organizer
Data contributors, Nourel hoda TahonRadiology Department, University of Missouri, Columbia, MO, USA
Organizer
Data contributors, Ayman NadaRadiology Department, University of Missouri, Columbia, MO, USA
Organizer
Data contributors, Yuri S. VelichkoDepartment of Radiology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
Organizer
Data contributors, Spyridon BakasDivision of Computational Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, Indiana University, Indianapolis, IN, USA
Department of Radiology and Imaging Sciences, Indiana University, Indianapolis, IN, USA
Department of Neurological Surgery, School of Medicine, Indiana University, Indianapolis, IN, USA
Organizer
Data contributors
Equal Senior Authors, Jeffrey D. RudieDepartment of Radiology, University of California San Diego, CA, USA
Department of Radiology, Scripps Clinic Medical Group, CA, USA
Organizer
Data contributors
Super Approver
Equal Senior Authors, Mariam AboianDepartment of Radiology, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
Organizer
Data contributors
Super Approver
Equal Senior Authors
Learn2Reg 2024: New Benchmark Datasets Driving Progress on New Challenges
2025/12/21December 2025 issue
Lasse HansenEchoScout GmbH, Lübeck, DE, Wiebke HeyerInstitute of Medical Informatics, Universität zu Lübeck, Lübeck, DE, Christoph GroßbröhmerInstitute of Medical Informatics, Universität zu Lübeck, Lübeck, DE, Frederic MadestaInstitute of Applied Medical Informatics, University Medical Center Hamburg-Eppendorf, Hamburg, DELasse HansenEchoScout GmbH, Lübeck, DE et al.
Institute of Computational Neuroscience, University Medical Center Hamburg-Eppendorf, Hamburg, DE, Thilo SentkerInstitute of Applied Medical Informatics, University Medical Center Hamburg-Eppendorf, Hamburg, DE
Institute of Computational Neuroscience, University Medical Center Hamburg-Eppendorf, Hamburg, DE, Wang JiazhengSchool of Artificial Intelligence and Robotics, Hunan University, Changsha, CN, Yuxi ZhangSchool of Artificial Intelligence and Robotics, Hunan University, Changsha, CN, Hang ZhangCornell University, New York, US, Min LiuSchool of Artificial Intelligence and Robotics, Hunan University, Changsha, CN, Junyi WangUniversity of Electronic Science and Technology of China, Chengdu, CN, Xi ZhuUniversity of Electronic Science and Technology of China, Chengdu, CN, Yuhua LiMechanical Engineering Department, Tianjin University, Tianjin, CN, Liwen WangMechanical Engineering Department, Tianjin University, Tianjin, CN, Daniil MorozovHarvard Medical School, Brigham and Women’s Hospital, Boston, US
Technical University of Munich, Munich, DE, Nazim HaouchineHarvard Medical School, Brigham and Women’s Hospital, Boston, US, Joel HonkamaaAalto University, Espoo, FI, Pekka MarttinenAalto University, Espoo, FI, Yichao ZhouCanon Medical Systems (China) Co., Ltd., Beijing, CN, Zuopeng TanCanon Medical Systems (China) Co., Ltd., Beijing, CN, Zhuoyuan WangSmart Medical Imaging, Learning and Engineering (SMLE) Lab, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, CN, Yi WangSmart Medical Imaging, Learning and Engineering (SMLE) Lab, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, CN, Hongchao ZhouSchool of Information Science and Engineering, Linyi University, Linyi, CN, Shunbo HuSchool of Information Science and Engineering, Linyi University, Linyi, CN, Yi ZhangDepartment of Imaging Physics, Delft University of Technology, Delft, NL, Qian TaoDepartment of Imaging Physics, Delft University of Technology, Delft, NL, Lukas FörnerClinical Computational Medical Imaging Research, Department of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Augsburg, Augsburg, DE, Thomas WendlerClinical Computational Medical Imaging Research, Department of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Augsburg, Augsburg, DE, Bailiang JianTechnical University of Munich, Munich, DE
TUM Klinikum Rechts der Isar, Munich, DE, Christian WachingerTechnical University of Munich, Munich, DE
TUM Klinikum Rechts der Isar, Munich, DE, Jin KimUniversity of California, Los Angeles, US, Dan RuanUniversity of California, Los Angeles, US, Marek WodzinskiAGH University of Krakow, Krakow, PL
Sano Centre for Computational Medicine, Krakow, PL, Henning MüllerInstitute of Informatics, University of Applied Sciences Western Switzerland, Sierre, CH
Medical Faculty, University of Geneva, Geneva,CH, Tony C.W. MokHong Kong University of Science and Technology, Hong Kong, HK, Xi JiaSchool of Computer Science, University of Birmingham, Birmingham, UK, Jinming DuanSchool of Computer Science, University of Birmingham, Birmingham, UK, Mikael BrudforsNVIDIA Ltd., London, UK, Seyed-Ahmad AhmadiNVIDIA GmbH, Munich, DE, Yunzheng ZhuMedical & Imaging Informatics, Department of Radiological Science, University of California, Los Angeles, US, William HsuMedical & Imaging Informatics, Department of Radiological Science, University of California, Los Angeles, US, Tina KapurHarvard Medical School, Brigham and Women’s Hospital, Boston, US, William M. WellsHarvard Medical School, Brigham and Women’s Hospital, Boston, US, Alexandra GolbyHarvard Medical School, Brigham and Women’s Hospital, Boston, US, Aaron CarassJohns Hopkins University, Baltimore, US, Harrison BaiJohns Hopkins University, Baltimore, US, Yihao LiuVanderbilt University, Nashville, US, Perrine Paul-GilloteauxNantes Université, CHU Nantes, CNRS, Inserm, BioCore, US16, SFR Bonamy, F44000 Nantes, FR, Joakim LindbladUppsala Universitet, Uppsala, SE, Nataša SladojeUppsala Universitet, Uppsala, SE, Andreas WalterAalen University, Aalen, DE, Junyu ChenJohns Hopkins University, Baltimore, US, Reuben DorentHarvard Medical School, Brigham and Women’s Hospital, Boston, US
National Institute for Research in Computer Science and Control, Paris, FR, Alessa HeringRadboud University Medical Center, Nijmegen, NL
These authors contributed equally to this work and share senior authorship., Mattias P. HeinrichInstitute of Medical Informatics, Universität zu Lübeck, Lübeck, DE
These authors contributed equally to this work and share senior authorship.
Special issue on FAIMI
John McCabeSatsuma Lab, Hawkes Institute, University College London, United Kingdom, Daryl O. ChengSatsuma Lab, Hawkes Institute, University College London, United Kingdom, Andrew CrossinghamUniversity College London Hospitals NHS Foundation Trust, London, United Kingdom, Junaid ChoudharyUniversity College London Hospitals NHS Foundation Trust, London, United Kingdom, Samantha L QuaifeCentre for Cancer Screening, Prevention, Detection and Early Diagnosis, Wolfson Institute of Population Health, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom, Tanya PatrickLungs for Living Research Centre, UCL Respiratory, University College London, United Kingdom, Monica MullinLungs for Living Research Centre, UCL Respiratory, University College London, United KingdomJohn McCabeSatsuma Lab, Hawkes Institute, University College London, United Kingdom et al.
Department of Respirology, University of British Columbia, Vancouver, Canada, Amyn BhamaniLungs for Living Research Centre, UCL Respiratory, University College London, United Kingdom, Esther Arthur-DarkwaCRUK & UCL Cancer Trials Centre, University College London, London, United Kingdom, Aoife WalkerCRUK & UCL Cancer Trials Centre, University College London, London, United Kingdom, Arjun NairUniversity College London Hospitals NHS Foundation Trust, London, United Kingdom, Alan HackshawCRUK & UCL Cancer Trials Centre, University College London, London, United Kingdom, SUMMIT consortium , Sam M. JanesLungs for Living Research Centre, UCL Respiratory, University College London, United Kingdom, Joseph JacobSatsuma Lab, Hawkes Institute, University College London, United Kingdom, Carole H. SudreUnit for Lifelong Health and Ageing at UCL, Department of Population Science and Experimental Medicine, University College London, United Kingdom
Hawkes Institute, University College London, United Kingdom
Latest news
2025/03/28 – Special issue on Fairness of AI in Medical Imaging (FAIMI)
MELBA is excited to launch a special issue in collaboration with the FAIMI initiative, spotlighting research at the intersection of machine learning, medical imaging, and ethics.This issue invites contributions on:
- Bias assessment in ML for medical imaging
- Definitions and applicability of fairness in clinical contexts
- Healthcare inequalities and bias mitigation
- Ethical, legal, and regliatory considerations
- Causality, dataset bias, and moreWe welcome extended versions of FAIMI workshop papers and new submissions from the community.
2025/03/21 – HTML version of articles available
After staying in a beta state for some time, and leveraging the great work of tools such as LaTeXML, we are now including an HTML version of the articles directly into the paper pages. This is intended to facilitate skimming through articles, notably on phone or tablet.
2024/05/14 – MELBA Symposium on Generative Models
We are thrilled to announce the MELBA Symposium on Generative Models, which will take place on Tuesday, June 11 at 9-11:30 AM EDT, 3-5:30 PM CEST! Join us for an exciting lineup of talks from spotlight papers at MELBA surrounding generative models, machine learning and biomedical imaging. Afterwards, there will be a panel discussion with all speakers moderated by a member of the MELBA board.
Meeting ID: 979 1513 2810
Passcode: 115605