A Novel Deep Learning-Based (3D U-Net Model) Automated Pulmonary Nodule Detection Tool for CT Imaging.

Journal: Current oncology (Toronto, Ont.)
PMID:

Abstract

BACKGROUND: Precise detection and characterization of pulmonary nodules on computed tomography (CT) is crucial for early diagnosis and management.

Authors

  • Abhishek Mahajan
    Department of Imaging, The Clatterbridge Cancer Centre NHS Foundation Trust, Liverpool L7 8YA, UK.
  • Rajat Agarwal
    Department of Cardiothoracic Surgery, All India Institute of Medical Sciences, Deoghar, Jharkhand, India.
  • Ujjwal Agarwal
    Department of Radiodiagnosis and Imaging, Tata Memorial Hospital, Homi Bhabha National Institute, Mumbai 400012, India.
  • Renuka M Ashtekar
    Department of Radiodiagnosis and Imaging, Tata Memorial Hospital, Homi Bhabha National Institute, Mumbai 400012, India.
  • Bharadwaj Komaravolu
    Endimension Technology Pvt Ltd., Maharashtra 400076, India.
  • Apparao Madiraju
    Endimension Technology Pvt Ltd., Maharashtra 400076, India.
  • Richa Vaish
    Department of Surgical Oncology, Tata Memorial Hospital, Mumbai 400012, India.
  • Vivek Pawar
    Endimension Technology Pvt Ltd., Maharashtra 400076, India.
  • Vivek Punia
    Endimension Technology Pvt Ltd., Maharashtra 400076, India.
  • Vijay Maruti Patil
    Department of Medical Oncology, Tata Memorial Hospital, Mumbai 400012, India.
  • Vanita Noronha
    Department of Medical Oncology, Tata Memorial Center, Mumbai 400012, India.
  • Amit Joshi
    Department of Medical Oncology, Tata Memorial Hospital, Mumbai 400012, India.
  • Nandini Menon
    Department of Medical Oncology, Tata Memorial Hospital, Mumbai 400012, India.
  • Kumar Prabhash
    Department of Medical Oncology, Tata Memorial Hospital, Mumbai 400012, India.
  • Pankaj Chaturvedi
    Department of Head and Neck Surgery, Advanced Centre for Treatment Research and Education in Cancer, Tata Memorial Centre, Homi Bhabha National Institute, Navi Mumbai, India.
  • Swapnil Rane
    Department of Pathology, Tata Memorial Centre-ACTREC, HBNI, Mumbai, India.
  • Priya Banwar
    Department of Radiodiagnosis and Imaging, Tata Memorial Hospital, Homi Bhabha National Institute, Mumbai 400012, India.
  • Sudeep Gupta
    Department of Medical Oncology, Tata Memorial Hospital, Mumbai 400012, India.