Automatic segmentation of multiple cardiovascular structures from cardiac computed tomography angiography images using deep learning

• Lohendran Baskaran ,

  Roles Conceptualization, Methodology, Project administration, Writing – original draft, Writing – review & editing

  * E-mail: lob2008@med.cornell.edu, lohendran.baskaran@gmail.com

  Affiliations Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York, United States of America, Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, United States of America, Department of Cardiovascular Medicine, National Heart Centre, Singapore, Singapore

  http://orcid.org/0000-0003-0565-7151

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• Subhi J. Al’Aref,

  Roles Conceptualization

  Affiliations Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York, United States of America, Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, United States of America

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• Gabriel Maliakal,

  Roles Data curation, Formal analysis

  Affiliation Cleerly, Inc, New York, New York, United States of America

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• Benjamin C. Lee,

  Roles Data curation, Formal analysis

  Affiliation Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York, United States of America

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• Zhuoran Xu,

  Roles Data curation, Formal analysis

  Affiliation Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York, United States of America

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• Jeong W. Choi,

  Roles Conceptualization

  Affiliation Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York, United States of America

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• Sang-Eun Lee,

  Roles Resources

  Affiliations Division of Cardiology, Severance Cardiovascular Hospital, Integrative Cardiovascular Imaging Center, Yonsei University College of Medicine, Seoul, South Korea, Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, Korea

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• Ji Min Sung,

  Roles Resources

  Affiliation Division of Cardiology, Severance Cardiovascular Hospital, Integrative Cardiovascular Imaging Center, Yonsei University College of Medicine, Seoul, South Korea

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• Fay Y. Lin,

  Roles Conceptualization, Resources

  Affiliations Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York, United States of America, Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, United States of America

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• Simon Dunham,

  Roles Data curation

  Affiliation Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York, United States of America

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• Bobak Mosadegh,

  Roles Data curation, Resources

  Affiliation Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York, United States of America

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• Yong-Jin Kim,

  Roles Resources

  Affiliation Department of Internal Medicine, Seoul National University College of Medicine, Cardiovascular Center, Seoul National University Hospital, Seoul, South Korea

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• Ilan Gottlieb,

  Roles Resources

  Affiliation Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil

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• Byoung Kwon Lee,

  Roles Resources

  Affiliation Division of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea

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• Eun Ju Chun,

  Roles Resources

  Affiliation Department of Radiology, Seoul National University Bundang Hospital, Sungnam, South Korea

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• Filippo Cademartiri,

  Roles Resources

  Affiliation Cardiovascular Imaging Center, SDN IRCCS, Naples, Italy

  ⨯
• Erica Maffei,

  Roles Resources

  Affiliation Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy

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• Hugo Marques,

  Roles Resources

  Affiliation UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal

  ⨯
• Sanghoon Shin,

  Roles Resources

  Affiliation Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, Korea

  ⨯
• Jung Hyun Choi,

  Roles Resources

  Affiliation Pusan University Hospital, Busan, South Korea

  ⨯
• Kavitha Chinnaiyan,

  Roles Resources

  Affiliation Department of Cardiology, William Beaumont Hospital, Royal Oak, Michigan, United States of America

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• Martin Hadamitzky,

  Roles Resources

  Affiliation Department of Radiology and Nuclear Medicine, German Heart Center Munich, Munich, Germany

  ⨯
• Edoardo Conte,

  Roles Resources

  Affiliation Centro Cardiologico Monzino, IRCCS, Milan, Italy

  ⨯
• Daniele Andreini,

  Roles Resources

  Affiliation Centro Cardiologico Monzino, IRCCS, Milan, Italy

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• Gianluca Pontone,

  Roles Resources

  Affiliation Centro Cardiologico Monzino, IRCCS, Milan, Italy

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• Matthew J. Budoff,

  Roles Resources

  Affiliation Department of Medicine, Los Angeles Biomedical Research Institute, Torrance, California, United States of America

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• Jonathon A. Leipsic,

  Roles Resources

  Affiliation Department of Medicine and Radiology, University of British Columbia, Vancouver, British Columbia, Canada

  ⨯
• Gilbert L. Raff,

  Roles Resources

  Affiliation Department of Cardiology, William Beaumont Hospital, Royal Oak, Michigan, United States of America

  ⨯
• Renu Virmani,

  Roles Resources

  Affiliation Department of Pathology, CVPath Institute, Gaithersburg, Maryland, United States of America

  ⨯
• Habib Samady,

  Roles Resources

  Affiliation Division of Cardiology, Emory University School of Medicine, Atlanta, Georgia, United States of America

  ⨯
• Peter H. Stone,

  Roles Resources

  Affiliation Cardiovascular Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, United States of America

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• Daniel S. Berman,

  Roles Resources

  Affiliation Department of Imaging and Medicine, Cedars Sinai Medical Center, Los Angeles, California, United States of America

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• Jagat Narula,

  Roles Resources

  Affiliation Icahn School of Medicine at Mount Sinai, Mount Sinai Heart, Zena and Michael A. Wiener Cardiovascular Institute, and Marie-Josée and Henry R. Kravis Center for Cardiovascular Health, New York, New York, United States of America

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• Jeroen J. Bax,

  Roles Resources

  Affiliation Department of Cardiology, Leiden University Medical Center, Leiden, the Netherlands

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• Hyuk-Jae Chang,

  Roles Resources

  Affiliation Division of Cardiology, Severance Cardiovascular Hospital, Integrative Cardiovascular Imaging Center, Yonsei University College of Medicine, Seoul, South Korea

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• James K. Min,

  Roles Resources

  Affiliations Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York, United States of America, Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, United States of America

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•  [ ... ],
• Leslee J. Shaw

  Roles Resources

  Affiliations Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York, United States of America, Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York, United States of America

  http://orcid.org/0000-0003-1268-1491

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