Code · arXiv
Deep Quantile Regression for Uncertainty Estimation in Unsupervised and Supervised Lesion Detection
2022/04/27Haleh AkramiUniversity of Southern California, Anand JoshiUniversity of Southern California, Sergul AydoreAmazon Web Services, Richard LeahyUniversity of Southern California
How to Register a Live onto a Liver ? Partial Matching in the Space of Varifolds
2022/04/14Pierre-Louis AntonsantiUniversite de Paris
GE Healthcare, Thomas BenseghirGE Healthcare, Vincent JugnonGE Healthcare, Mario GhosnMemorial Sloan Kettering Cancer Center, Perrine ChassatLaboratoire de Mathématiques et Modélisation d’Évry, Joan GlaunèsUniversite de Paris, Irène KaltenmarkUniversite de Paris
Learning the Effect of Registration Hyperparameters with HyperMorph
2022/04/07Andrew HoopesMassachusetts General Hospital, Malte HoffmannMassachusetts General Hospital
Harvard Medical School, Douglas N. GreveMassachusetts General Hospital
Harvard Medical School, Bruce FischlMassachusetts General Hospital
Harvard Medical School
Massachusetts Institute of Technology, John GuttagMassachusetts Institute of Technology, Adrian V. DalcaMassachusetts General Hospital
Harvard Medical School
Massachusetts Institute of Technology
Shaheer U. SaeedUniversity College London, Wen YanUniversity College London, Yunguan FuUniversity College LondonShaheer U. SaeedUniversity College London et al.
InstaDeep, Francesco GigantiUniversity College London, Qianye YangUniversity College London, Zachary M. C. BaumUniversity College London, Mirabela RusuStanford University, Richard E. FanStanford University, Geoffrey A. SonnStanford University, Mark EmbertonUniversity College London, Dean C. BarrattUniversity College London, Yipeng HuUniversity College London
Ralf RaumannsFontys University of Applied Scienc
Eindhoven University of Technology, Gerard SchoutenFontys University of Applied Scienc
Eindhoven University of Technology, Max JoostenEindhoven University of Technology, Josien P. W. PluimEindhoven University of Technology, Veronika CheplyginaIT University of Copenhagen
Razvan V. MarinescuCentre for Medical Image Computing, University College London, UKRazvan V. Marinescu, Neil P. Oxtoby, Alexandra L. Young, Esther E. Bron, [...] Polina Golland, Stefan Klein, Daniel C. Alexander
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
Tristan M. GottschalkFriedrich-Alexander-Universität Erlangen-Nürnberg
Siemens Healthcare GmbH, Andreas MaierFriedrich-Alexander-Universität Erlangen-Nürnberg, Florian KordonFriedrich-Alexander-Universität Erlangen-Nürnberg
Siemens Healthcare GmbH, Björn W. KreherSiemens Healthcare GmbH
Daniel GrzechImperial College London, UK, Mohammad Farid AzampourImperial College London, UK
Technische Universität München, Germany
Sharif University of Technology, Tehran, Iran, Huaqi QiuImperial College London, UK, Ben GlockerImperial College London, UK, Bernhard KainzImperial College London, UK
Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany, Loïc Le FolgocImperial College London, UK
Generalized Multi-Task Learning from Substantially Unlabeled Multi-Source Medical Image Data
2021/10/27Ayaan HaqueSaratoga High School, Saratog, Abdullah-Al-Zubaer ImranStanford University, Stanford, Adam WangStanford University, Stanford, Demetri TerzopoulosUniversity of California, Los Angeles
VoxelCloud, Inc., Los Angeles
Elisa ChotzoglouImperial College London, UK, Thomas DayKing’s College London, UK, Jeremy TanImperial College London, UK, Jacqueline MatthewKing’s College London, UK, David LloydKing’s College London, UK, Reza RazaviKing’s College London, UK, John SimpsonKing’s College London, UK, Bernhard KainzImperial College London, UK
A Quantitative Comparison of Epistemic Uncertainty Maps Applied to Multi-Class Segmentation
2021/09/28Robin CamarasaErasmus MC, Rotterdam, Daniel BosErasmus MC, Rotterdam, Jeroen HendrikseUniversity Medical Center Utrecht, Paul NederkoornAcademic Medical Center University of Amsterdam, M. Eline Kooi CARIM School for Cardiovascular Diseases, Maastricht University Medical Center, Aad van der LugtErasmus MC, Rotterdam, Marleen de BruijneErasmus MC, Rotterdam
University of Copenhagen, Denmark
Modeling Annotation Uncertainty with Gaussian Heatmaps in Landmark Localization
2021/09/24Franz ThalerMedical University of Graz, Austria, Christian PayerGraz University of Technology, Austria, Martin UrschlerThe University of Auckland, New Zealand, Darko ŠternMedical University of Graz, Austria
A Heteroscedastic Uncertainty Model for Decoupling Sources of MRI Image Quality
2021/09/07Richard ShawUniversity College London, UK, Carole H. SudreKing’s College London, UK, Sebastien OurselinKing’s College London, UK, M. Jorge CardosoKing’s College London, UK, Hugh G. PembertonUniversity College London, UK
FlowReg: Fast Deformable Unsupervised Medical Image Registration using Optical Flow
2021/09/03Sergiu MocanuRyerson University, Toronto, Alan R. MoodyUniversity of Toronto, April KhademiRyerson University, Toronto
St. Michael’s Hospital, Unity Health Network, Toronto
Institute for Biomedical Engineering, Science and Technology (iBEST)
Recalibration of Aleatoric and EpistemicRegression Uncertainty in Medical Imaging
2021/04/28Max-Heinrich LavesInstitute of Medical Technology and Intelligent Systems, Hamburg University of Technology
Institute of Mechatronic Systems, Leibniz Universit ̈at Hannover, Sontje IhlerInstitute of Mechatronic Systems, Leibniz Universit ̈at Hannover, Jacob F. FastInstitute of Mechatronic Systems, Leibniz Universit ̈at Hannover
Hannover Medical School, Lüder A. KahrsCentre for Image Guided Innovation and Therapeutic Intervention, The Hospital for Sick Children, Toronto
Department of Mathematical and Computational Sciences, University of Toronto Mississauga, Tobias OrtmaierInstitute of Mechatronic Systems, Leibniz Universit ̈at Hannover
Adversarial Robust Training of Deep Learning MRI Reconstruction Models
2021/04/28Francesco CaliváCenter for Intelligent Imaging (CI2), University of California, San Francisco, Kaiyang ChengCenter for Intelligent Imaging (CI2), University of California, San Francisco
Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, Rutwik ShahCenter for Intelligent Imaging (CI2), University of California, San Francisco, Valentina PedoiaCenter for Intelligent Imaging (CI2), University of California, San Francisco
PILOT: Physics-Informed Learned Optimized Trajectories for Accelerated MRI
2021/04/16Tomer WeissComputer Science, Technion, Haifa, Israel, Ortal SenoufComputer Science, Technion, Haifa, Israel, Sanketh VedulaComputer Science, Technion, Haifa, Israel, Oleg MichailovichElectrical and Computer Engineering, Waterloo University, Canada, Michael ZibulevskyComputer Science, Technion, Haifa, Israel, Alex BronsteinComputer Science, Technion, Haifa, Israel
Locally orderless tensor networks for classifying two- and three-dimensional medical images
2021/03/23Raghavendra SelvanDepartment of Computer Science, University of Copenhagen, Denmark
Department of Neuroscience, University of Copenhagen, Denmark, Silas ØrtingDepartment of Computer Science, University of Copenhagen, Denmark, Erik B DamDepartment of Computer Science, University of Copenhagen, Denmark
PathologyGAN: Learning deep representations of cancer tissue
2021/03/22Adalberto Claudio QuirosSchool of Computing Science, University of Glasgow, Roderick Murray-SmithSchool of Computing Science, University of Glasgow, Ke YuanSchool of Computing Science, University of Glasgow
Probabilistic dipole inversion for adaptive quantitative susceptibility mapping
2021/03/12Jinwei Zhang Cornell University, Ithaca
Weill Medical College of Cornell University, New York, Hang Zhang Cornell University, Ithaca
Weill Medical College of Cornell University, New York, Mert Sabuncu Cornell University, Ithaca
Weill Medical College of Cornell University, New York, Pascal SpincemailleWeill Medical College of Cornell University, New York, Thanh NguyenWeill Medical College of Cornell University, New York, Yi WangCornell University, Ithac
Weill Medical College of Cornell University, New York
COVID-19 Image Data Collection: Prospective Predictions are the Future
2020/12/15Joseph Paul CohenMila, University of Montreal, Paul MorrisonMila, Fontbonne University, Lan DaoDepartment of Medicine, Mila, University of Montreal, Karsten RothVector
Mila
Heidelberg University, Tim DuongStony Brook Medicine, Marzyeh GhassemVector, University of Toronto
An Uncertainty-Driven GCN Refinement Strategy for Organ Segmentation
2020/12/11Roger David Soberanis MukulTechnical University of Munich, Nassir NavabTechnical University of Munich
Johns Hopkins University, Baltimore, Shadi AlbarqouniTechnical University of Munich
Helmholtz AI, Helmholtz Center Munich