Monthly issues

37 papers


Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient cover file

Are we using appropriate segmentation metrics? Identifying correlates of human expert perception for CNN training beyond rolling the DICE coefficient

2023/05/03
May 2023 issue

Florian KoflerDepartment of Informatics, Technical University Munich, Germany
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Germany
Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikumrechts der Isar, Technical University of Munich, Germany
Helmholtz AI, Helmholtz Zentrum München, Germany
et al.

Florian KoflerDepartment of Informatics, Technical University Munich, Germany
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Germany
Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikumrechts der Isar, Technical University of Munich, Germany
Helmholtz AI, Helmholtz Zentrum München, Germany
, Ivan EzhovDepartment of Informatics, Technical University Munich, Germany
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Germany
, Fabian IsenseeApplied Computer Vision Lab, Helmholtz Imaging, Germany
Division of Medical Image Computing, German Cancer Research Center (DKFZ), Germany
, Fabian BalsigerSupport Center for Advanced Neuroimaging (SCAN), Institute for Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland, Christoph BergerDepartment of Informatics, Technical University Munich, Germany, Maximilian KoernerDepartment of Informatics, Technical University Munich, Germany, Beatrice DemirayComputer Aided Medical Procedures (CAMP), Technical University of Munich, Germany, Julia RackersederComputer Aided Medical Procedures (CAMP), Technical University of Munich, Germany
ImFusion GmbH, Munich, Germany
, Johannes PaetzoldDepartment of Informatics, Technical University Munich, Germany
Helmholtz Zentrum München, Germany
Imperial College London
, Hongwei LiDepartment of Informatics, Technical University Munich, Germany
Department of Quantitative Biomedicine, University of Zurich, Switzerland
, Suprosanna ShitDepartment of Informatics, Technical University Munich, Germany
TranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Germany
, Richard McKinleySupport Center for Advanced Neuroimaging (SCAN), Institute for Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland, Marie PiraudHelmholtz AI, Helmholtz Zentrum München, Germany, Spyridon BakasCenter for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, Pennsylvania, USA
Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
, Claus ZimmerDepartment of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikumrechts der Isar, Technical University of Munich, Germany, Nassir NavabComputer Aided Medical Procedures (CAMP), Technical University of Munich, Germany, Jan KirschkeDepartment of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikumrechts der Isar, Technical University of Munich, Germany, Benedikt WiestlerTranslaTUM - Central Institute for Translational Cancer Research, Technical University of Munich, Germany
Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikumrechts der Isar, Technical University of Munich, Germany
contributed equally as senior authors
, Bjoern MenzeDepartment of Informatics, Technical University Munich, Germany
Department of Quantitative Biomedicine, University of Zurich, Switzerland
contributed equally as senior authors

QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation – Analysis of Ranking Scores and Benchmarking Results cover file

QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation – Analysis of Ranking Scores and Benchmarking Results

2022/08/26
August 2022 issue

Raghav MehtaCentre for Intelligent Machines (CIM), McGill University, Montreal, QC, Canada 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, 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
, 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

The Alzheimer's Disease Prediction Of Longitudinal Evolution (TADPOLE) Challenge: Results after 1 Year Follow-up cover file

The Alzheimer's Disease Prediction Of Longitudinal Evolution (TADPOLE) Challenge: Results after 1 Year Follow-up

2021/12/31
December 2021 issue

Razvan V. Marinescu, Neil P. Oxtoby, Alexandra L. Young, Esther E. Bron, [...] Polina Golland, Stefan Klein, Daniel C. Alexander

Razvan V. MarinescuCentre for Medical Image Computing, University College London, UK
Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, USA
, Neil P. OxtobyCentre for Medical Image Computing, University College London, UK, Alexandra L. YoungCentre for Medical Image Computing, University College London, UK
Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
, Esther E. BronBiomedical Imaging Group Rotterdam, Department of Radiology and Nuclear Medicine, Erasmus MC, Netherlands, Arthur W. TogaLaboratory of NeuroImaging, University of Southern California, USA, Michael W. WeinerCenter for Imaging of Neurodegenerative Diseases, University of California San Francisco, USA, Frederik BarkhofCentre for Medical Image Computing, University College London, UK
Department of Radiology and Nuclear Medicine, VU Medical Centre, Netherlands
Dementia Research Centre and the UK Dementia Research Institute, UCL Queen Square Institute of Neurology, UK
, Nick C. FoxDementia Research Centre and the UK Dementia Research Institute, UCL Queen Square Institute of Neurology, UK, Arman EshaghiQueen Square Multiple Sclerosis Centre, UCL Queen Square Institute of Neurology, UK
Centre for Medical Image Computing, University College London, UK
, Tina ToniAuthor not affiliated with any research institution, Marcin SalaterskiAuthor not affiliated with any research institution, Veronika LuninaAuthor not affiliated with any research institution, Manon AnsartInstitut du Cerveau et de la Moelle épinière, Paris, France, Stanley DurrlemanInstitut du Cerveau et de la Moelle épinière, Paris, France, Pascal LuInstitut du Cerveau et de la Moelle épinière, Paris, France, Samuel IddiAlzheimer's Therapeutic Research Institute, University of Southern California, USA
Department of Statistics and Actuarial Science, University of Ghana, Ghana
, Dan LiAlzheimer's Therapeutic Research Institute, University of Southern California, USA, Wesley K. ThompsonDepartment of Family Medicine and Public Health, University of California San Diego, USA, Michael C. DonohueAlzheimer's Therapeutic Research Institute, University of Southern California, USA, Aviv NahonBen Gurion University of the Negev, Beersheba, Israel, Yarden LevyBen Gurion University of the Negev, Beersheba, Israel, Dan HalbersbergBen Gurion University of the Negev, Beersheba, Israel, Mariya CohenBen Gurion University of the Negev, Beersheba, Israel, Huiling LiaoThe University of Texas Health Science Center at Houston, Houston, USA, Tengfei LiThe University of Texas Health Science Center at Houston, Houston, USA, Kaixian YuThe University of Texas Health Science Center at Houston, Houston, USA, Hongtu ZhuThe University of Texas Health Science Center at Houston, Houston, USA, José G. Tamez-PeñaInstituto Tecnológico y de Estudios Superiores de Monterrey, Monterrey, Mexico, Aya IsmailUniversity of Maryland, College Park, USA, Timothy WoodUniversity of Maryland, College Park, USA, Hector Corrada BravoUniversity of Maryland, College Park, USA, Minh NguyenNational University of Singapore, Singapore, Singapore, Nanbo SunNational University of Singapore, Singapore, Singapore, Jiashi FengNational University of Singapore, Singapore, Singapore, B.T. Thomas YeoNational University of Singapore, Singapore, Singapore, Gang ChenMedical College of Wisconsin, Milwaukee, USA, Ke QiEmory University, Atlanta, USA, Shiyang ChenEmory University, Atlanta, USA
Georgia Institute of Technology, Atlanta, USA
, Deqiang QiuEmory University, Atlanta, USA
Georgia Institute of Technology, Atlanta, USA
, Ionut BuciumanVasile Lucaciu National College, Baia Mare, Romania, Alex KelnerVasile Lucaciu National College, Baia Mare, Romania, Raluca PopVasile Lucaciu National College, Baia Mare, Romania, Denisa RimoceaVasile Lucaciu National College, Baia Mare, Romania, Mostafa M. GhaziBiomediq A/S, Denmark
Cerebriu A/S, Denmark
University of Copenhagen, Denmark
Centre for Medical Image Computing, University College London, UK
, Mads NielsenBiomediq A/S, Denmark
Cerebriu A/S, Denmark
University of Copenhagen, Denmark
, Sebastien OurselinSchool of Biomedical Engineering and Imaging Sciences, King's College London, UK
Centre for Medical Image Computing, University College London, UK
, Lauge SørensenBiomediq A/S, Denmark
Cerebriu A/S, Denmark
University of Copenhagen, Denmark
, Vikram VenkatraghavanBiomedical Imaging Group Rotterdam, Department of Radiology and Nuclear Medicine, Erasmus MC, Netherlands, Keli LiuGenentech, USA, Christina RabeGenentech, USA, Paul ManserGenentech, USA, Steven M. HillMRC Biostatistics Unit, University of Cambridge, UK, James HowlettMRC Biostatistics Unit, University of Cambridge, UK, Zhiyue HuangMRC Biostatistics Unit, University of Cambridge, UK, Steven KiddleMRC Biostatistics Unit, University of Cambridge, UK, Sach MukherjeeGerman Center for Neurodegenerative Diseases, Bonn, Germany, Anaïs RouanetMRC Biostatistics Unit, University of Cambridge, UK, Bernd TaschlerGerman Center for Neurodegenerative Diseases, Bonn, Germany, Brian D. M. TomMRC Biostatistics Unit, University of Cambridge, UK, Simon R. WhiteMRC Biostatistics Unit, University of Cambridge, UK, Noel FauxIBM Research Australia, Melbourne, Australia, Suman SedaiIBM Research Australia, Melbourne, Australia, Javier de Velasco OriolInstituto Tecnológico y de Estudios Superiores de Monterrey, Monterrey, Mexico, Edgar E. V. ClementeInstituto Tecnológico y de Estudios Superiores de Monterrey, Monterrey, Mexico, Karol EstradaBrandeis University, Waltham, USA
Department of Statistical Genetics, Biomarin, San Rafael, USA
, Leon AksmanCentre for Medical Image Computing, University College London, UK, Andre AltmannCentre for Medical Image Computing, University College London, UK, Cynthia M. StonningtonMayo Clinic, Scottsdale, AZ, USA, Yalin WangSchool of Computing, Informatics and Decision Systems Engineering, Arizona State University, Tempe, USA, Jianfeng WuSchool of Computing, Informatics and Decision Systems Engineering, Arizona State University, Tempe, USA, Vivek DevadasBanner Alzheimer's Institute, Phoenix, USA, Clementine FourrierInstitut du Cerveau et de la Moelle épinière, Paris, France, Lars Lau RaketH. Lundbeck A/S, Denmark
Clinical Memory Research Unit, Department of Clinical Sciences Malmo, Lund University, Lund, Sweden
, Aristeidis SotirasCenter for Biomedical Image Computing and Analytics, University of Pennsylvania, Guray ErusCenter for Biomedical Image Computing and Analytics, University of Pennsylvania, Jimit DoshiCenter for Biomedical Image Computing and Analytics, University of Pennsylvania, Christos DavatzikosCenter for Biomedical Image Computing and Analytics, University of Pennsylvania, Jacob VogelMcGill University, Montreal, Canada, Andrew DoyleMcGill University, Montreal, Canada, Angela TamMcGill University, Montreal, Canada, Alex Diaz-PapkovichMcGill University, Montreal, Canada, Emmanuel JammehUniversity of Plymouth, UK, Igor KovalInstitut du Cerveau et de la Moelle épinière, Paris, France, Paul MooreMathematical Institute, University of Oxford, UK, Terry J. LyonsMathematical Institute, University of Oxford, UK, John GallacherDepartment of Psychiatry, University of Oxford, UK, Jussi TohkaA.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Finland, Robert CiszekA.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Finland, Bruno JedynakPortland State University, Portland, USA, Kruti PandyaPortland State University, Portland, USA, Murat BilgelLaboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA, William EngelsPortland State University, Portland, USA, Joseph ColePortland State University, Portland, USA, Polina GollandComputer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, USA, Stefan KleinBiomedical Imaging Group Rotterdam, Department of Radiology and Nuclear Medicine, Erasmus MC, Netherlands, Daniel C. AlexanderCentre for Medical Image Computing, University College London, UK, The EuroPOND Consortium Author not affiliated with any research institution, The Alzheimer's Disease Neuroimaging Initiative Author not affiliated with any research institution