Identification and Quantification of Cardiovascular Structures From CCTA: An End-to-End, Rapid, Pixel-Wise, Deep-Learning Method.

Journal: JACC. Cardiovascular imaging
Published Date:

Abstract

OBJECTIVES: This study designed and evaluated an end-to-end deep learning solution for cardiac segmentation and quantification.

Authors

  • Lohendran Baskaran
  • Gabriel Maliakal
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, USA.
  • Subhi J Al'Aref
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, USA.
  • Gurpreet Singh
    Department of Chemical and Biomolecular Engineering, National University of Singapore, Singapore 117585, Singapore.
  • Zhuoran Xu
    1 Dalio Institute of Cardiovascular Imaging New York-Presbyterian Hospital New York NY.
  • Kelly Michalak
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York.
  • Kristina Dolan
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York.
  • Umberto Gianni
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York.
  • Alexander van Rosendael
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, USA.
  • Inge van den Hoogen
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York.
  • Donghee Han
    Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University Health System, Seoul, Republic of Korea.
  • Wijnand Stuijfzand
    Department of Cardiology, Amsterdam UMC, Location VU University Medical Center, Amsterdam, the Netherlands.
  • Mohit Pandey
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, USA.
  • Benjamin C Lee
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York.
  • Fay Lin
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York; Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York.
  • Gianluca Pontone
    Department of Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
  • Paul Knaapen
    Department of Cardiology, VU University Medical Center, Amsterdam, the Netherlands.
  • Hugo Marques
    UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal.
  • Jeroen Bax
    Department of Cardiology, Heart Lung Center, Leiden University Medical Center, Leiden, the Netherlands.
  • Daniel Berman
    Department of Imaging, Cedars-Sinai Medical Center, Cedars-Sinai Heart Institute, Los Angeles, California.
  • Hyuk-Jae Chang
    Department of Cardiology, Yonsei University College of Medicine, Seoul, Republic Of Korea.
  • Leslee J Shaw
    Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA.
  • James K Min
    3 Department of Radiology, Weill Cornell Medicine , New York, New York.