Machine Learning for Biomedical Imaging
Welcome to Melba (The Journal of 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.
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
Validation and Generalizability of Self-Supervised Image Reconstruction Methods for Undersampled MRI
2022/09/13
Thomas YuElectrical Engineering, Ecole Polytechnique Federale de Lausanne, Tom HilbertSiemens Healthcare AG, Gian Franco PireddaSiemens Healthcare AG, Arun JosephSiemens Healthcare AG, Gabriele BonnanoSiemens Healthcare AG, Salim ZenkhriRadiology, Lausanne University Hospital, Patrick OmoumiRadiology, Lausanne University Hospital, Meritxell Bach CuadraUniversity of Lausanne, Erick Canales RodriguezElectrical Engineering, Ecole Polytechnique Federale de Lausanne, Tobias KoberSiemens Healthcare AG, Jean-Philippe ThiranElectrical Engineering, Ecole Polytechnique Federale de LausanneThomas YuElectrical Engineering, Ecole Polytechnique Federale de Lausanne et al.
Compound Figure Separation of Biomedical Images: Mining Large Datasets for Self-supervised Learning
2022/09/04
Tianyuan YaoComputer Science, Vanderbilt University, Chang QuComputer Science, Vanderbilt University, Jun LongBig Data Institute, Central South University, Quan LiuComputer Science, Vanderbilt University, Ruining DengComputer Science, Vanderbilt University, Yuanhan TianComputer Science, Vanderbilt University, Jiachen XuComputer Science, Vanderbilt University, Aadarsh JhaComputer Science, Vanderbilt University, Zuhayr AsadComputer Science, Vanderbilt University, Shunxing BaoElectrical and Computer Engineering, Vanderbilt University, Mengyang ZhaoDartmouth College, Agnes FogoDepartment of Pathology, Vanderbilt University Medical Center, Bennett LandmanElectrical and Computer Engineering, Vanderbilt University, Haichun YangDepartment of Pathology, Vanderbilt University Medical Center, Catie ChangElectrical and Computer Engineering, Vanderbilt University, Yuankai HuoElectrical and Computer Engineering, Vanderbilt UniversityTianyuan YaoComputer Science, Vanderbilt University et al.
Raghav MehtaCentre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada, Angelos FilosOxford Applied and Theoretical Machine Learning (OATML) Group, University of Oxford, Oxford, England, Ujjwal BaidCenter for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USARaghav MehtaCentre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada et al.
Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA, Chiharu SakoCenter for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA
Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA, Richard McKinleySupport Center for Advanced Neuroimaging (SCAN), University Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Inselspital, Bern University Hospital, Bern, Switzerland, Michael RebsamenSupport Center for Advanced Neuroimaging (SCAN), University Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Inselspital, Bern University Hospital, Bern, Switzerland, Katrin DätwylerSupport Center for Advanced Neuroimaging (SCAN), University Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Inselspital, Bern University Hospital, Bern, Switzerland
Human Performance Lab, Schulthess Clinic, Zurich, Switzerland, Raphael Meierarmasuisse S+T, Thun, Switzerland, Piotr RadojewskiSupport Center for Advanced Neuroimaging (SCAN), University Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Inselspital, Bern University Hospital, Bern, Switzerland, Gowtham Krishnan MurugesanDepartment of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA, Sahil NalawadeDepartment of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA, Chandan GaneshDepartment of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA, Ben WagnerDepartment of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA, Fang F. YuDepartment of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA, Baowei FeiDepartment of Bioengineering, University of Texas at Dallas, Texas, USA, Ananth J. MadhuranthakamDepartment of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA
Advanced Imaging Research Center, University of Texas Southwestern Medical Center, Dallas, TX, USA, Joseph A. MaldjianDepartment of Radiology, University of Texas Southwestern Medical Center, Dallas, TX, USA
Advanced Imaging Research Center, University of Texas Southwestern Medical Center, Dallas, TX, USA, Laura DazaUniversidad de los Andes, Bogotá, Colombia, Catalina GómezUniversidad de los Andes, Bogotá, Colombia, Pablo ArbeláezUniversidad de los Andes, Bogotá, Colombia, Chengliang DaiData Science Institute, Imperial College London, London, UK, Shuo WangData Science Institute, Imperial College London, London, UK, Hadrien ReynaudData Science Institute, Imperial College London, London, UK, Yuanhan MoData Science Institute, Imperial College London, London, UK, Elsa AngeliniNIHR Imperial BRC, ITMAT Data Science Group, Imperial College London, London, UK, Yike GuoData Science Institute, Imperial College London, London, UK, Wenjia BaiData Science Institute, Imperial College London, London, UK
Department of Brain Sciences, Imperial College London, London, UK, Subhashis BanerjeeMachine Intelligence Unit, Indian Statistical Institute, Kolkata, India
Department of CSE, University of Calcutta, Kolkata, India
Division of Visual Information and Interaction (Vi2), Department of Information Technology, Uppsala University, Uppsala, Sweden, Linmin PeiDepartment of Diagnostic Radiology, The University of Pittsburgh Medical Center, Pittsburgh, PA, USA, Murat AKDepartment of Diagnostic Radiology, The University of Pittsburgh Medical Center, Pittsburgh, PA, USA, Sarahi Rosas-GonzálezUMR U1253 iBrain, Université de Tours, Inserm, Tours, France, Ilyess ZemmouraUMR U1253 iBrain, Université de Tours, Inserm, Tours, France
Neurosurgery department, CHRU de Tours, Tours, France, Clovis TauberUMR U1253 iBrain, Université de Tours, Inserm, Tours, France, Minh H. VuDepartment of Radiation Sciences, Umeå University, Umeå, Sweden, Tufve NyholmDepartment of Radiation Sciences, Umeå University, Umeå, Sweden, Tommy LöfstedtDepartment of Computing Science, Umeå University, Umeå, Sweden, Laura Mora BallestarSignal Theory and Communications Department, Universitat Politècnica de Catalunya, BarcelonaTech, Barcelona, Spain, Veronica VilaplanaSignal Theory and Communications Department, Universitat Politècnica de Catalunya, BarcelonaTech, Barcelona, Spain, Hugh McHughFaculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
Radiology Department, Auckland City Hospital, Auckland, New Zealand, Gonzalo Maso TalouAuckland Bioengineering Institute, University of Auckland, New Zealand, Alan WangFaculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
Auckland Bioengineering Institute, University of Auckland, New Zealand, Jay PatelAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
Massachusetts Institute of Technology, Cambridge, MA, USA, Ken ChangAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
Massachusetts Institute of Technology, Cambridge, MA, USA, Katharina HoebelAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
Massachusetts Institute of Technology, Cambridge, MA, USA, Mishka GidwaniAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA, USA, Nishanth ArunAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA, USA, Sharut GuptaAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA, USA, Mehak AggarwalAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA, USA, Praveer SinghAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA, USA, Elizabeth R. GerstnerAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA, USA, Jayashree Kalpathy-CramerAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Boston, MA, USA, Nicolas BoutryEPITA Research and Development Laboratory (LRDE), France, Alexis HuardEPITA Research and Development Laboratory (LRDE), France, Lasitha VidyaratneVision Lab, Electrical and Computer Engineering, Old Dominion University, Norfolk, VA 23529, USA, Md Monibor RahmanVision Lab, Electrical and Computer Engineering, Old Dominion University, Norfolk, VA 23529, USA, Khan M. IftekharuddinVision Lab, Electrical and Computer Engineering, Old Dominion University, Norfolk, VA 23529, USA, Joseph ChazalonEPITA Research and Development Laboratory (LRDE), Le Kremlin-Bicêtre, France, Elodie PuybareauEPITA Research and Development Laboratory (LRDE), Le Kremlin-Bicêtre, France, Guillaume TochonEPITA Research and Development Laboratory (LRDE), Le Kremlin-Bicêtre, France, Jun MaSchool of Science, Nanjing University of Science and Technology, Mariano CabezasResearch Institute of Computer Vision and Robotics, University of Girona, Spain, Xavier LladoResearch Institute of Computer Vision and Robotics, University of Girona, Spain, Arnau OliverResearch Institute of Computer Vision and Robotics, University of Girona, Spain, Liliana ValenciaResearch Institute of Computer Vision and Robotics, University of Girona, Spain, Sergi ValverdeResearch Institute of Computer Vision and Robotics, University of Girona, Spain, Mehdi AmianDepartment of Electrical and Computer Engineering, University of Tehran, Iran, Mohammadreza SoltaninejadSchool of Computer Science, University of Nottingham, UK, Andriy MyronenkoNVIDIA, Santa Clara, CA, US, Ali HatamizadehNVIDIA, Santa Clara, CA, US, Xue FengBiomedical Engineering, University of Virginia, Charlottesville, USA, Quan DouBiomedical Engineering, University of Virginia, Charlottesville, USA, Nicholas TustisonRadiology and Medical Imaging, University of Virginia, Charlottesville, USA, Craig MeyerBiomedical Engineering, University of Virginia, Charlottesville, USA
Radiology and Medical Imaging, University of Virginia, Charlottesville, USA, Nisarg A. ShahDepartment of Electrical Engineering, Indian Institute of Technology - Jodhpur, Jodhpur, India, Sanjay TalbarSGGS Institute of Engineering and Technology, Nanded, India, Marc-André WeberInstitute of Diagnostic and Interventional Radiology, Pediatric Radiology and Neuroradiology, University Medical Center Rostock, Rostock, German, Abhishek MahajanTata Memorial Centre, Homi Bhabha National Institute, Mumbai, India, Andras JakabCenter for MR-Research, University Children’s Hospital Zurich, Zurich, Switzerland, Roland WiestSupport Center for Advanced Neuroimaging (SCAN), University Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Inselspital, Bern University Hospital, Bern, Switzerland
Institute for Surgical Technology and Biomechanics, University of Bern, Bern, Switzerland, Hassan M. Fathallah-ShaykhDepartment of Neurology, The University of Alabama at Birmingham, Birmingham, AL, USA, Arash NazeriDepartment of Radiology, Washington University, St. Louis, MO, USA, Mikhail MilchenkoDepartment of Radiology, Washington University, St. Louis, MO, USA
Neuroimaging Informatics and Analysis Center, Washington University, St. Louis, MO, USA, Daniel MarcusDepartment of Radiology, Washington University, St. Louis, MO, USA
Neuroimaging Informatics and Analysis Center, Washington University, St. Louis, MO, USA, Aikaterini KotrotsouDepartment of Diagnostic Radiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA, Rivka ColenDepartment of Diagnostic Radiology, University of Texas MD Anderson Cancer Center, Houston, TX, USA, John FreymannLeidos Biomedical Research, Inc, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
Cancer Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA, Justin KirbyLeidos Biomedical Research, Inc, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
Cancer Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA, Christos DavatzikosCenter for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA
Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA, Bjoern MenzeDepartment of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland
Department of Informatics, Technical University of Munich, Munich, Germany, Spyridon BakasCenter for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA
Department of Radiology, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA, Yarin GalOxford Applied and Theoretical Machine Learning (OATML) Group, University of Oxford, Oxford, England, Tal ArbelCentre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada
MILA - Quebec Artificial Intelligence Institute, Montreal, QC, Canada
Latest news
2022/07/01 – MELBA-IPMI 2021 special issue
Information Processing in Medical Imaging (IPMI) is one of the longest-running conference series in medical imaging, founded in 1969. [...] IPMI 2021 received 200 valid submissions, of which 59 were accepted for publication at the conference. From these, 29 papers were invited to submit an extended journal version to the first special edition of the MELBA journal associated with an IPMI conference. Out of the invited papers, we received 11 submissions, which all underwent a new peer-review process. [...] These papers cover the topics discussed at the conference well, ranging from uncertainty estimation, via learning hyperparameter tuning, to designing and utilizing geometric priors.
2022/06/21 – RSS feed for new articles and blog-posts
We are happy to unveil a new RSS feed (available at https://www.melba-journal.org/feed.rss), that includes both research articles and blog posts.
2022/05/27 – Recordings of the first MELBA symposium
The recordings of the first MELBA symposium are now available online.