Deep learning algorithm (YOLOv7) for automated renal mass detection on contrast-enhanced MRI: a 2D and 2.5D evaluation of results.

Journal: Abdominal radiology (New York)
PMID:

Abstract

INTRODUCTION: Accurate diagnosis and treatment of kidney tumors greatly benefit from automated solutions for detection and classification on MRI. In this study, we explore the application of a deep learning algorithm, YOLOv7, for detecting kidney tumors on contrast-enhanced MRI.

Authors

  • Pouria Yazdian Anari
    Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, Maryland, USA.
  • Nathan Lay
    Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Clinical Image Processing Service, Radiology and Imaging Sciences Department, National Institutes of Health Clinical Center, Bethesda, MD 20892-1182, USA.
  • Aryan Zahergivar
    Radiology & Imaging Sciences Department, Clinical Center, NIH, Bethesda, MD, USA.
  • Fatemeh Dehghani Firouzabadi
    Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, Maryland, USA.
  • Aditi Chaurasia
    Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, Maryland, USA.
  • Mahshid Golagha
    Radiology and Imaging Sciences, Clinical Center,, National Institutes of Health, 10 Center Drive, 1C352, Bethesda, MD, 20892, USA.
  • Shiva Singh
    Radiology & Imaging Sciences Department, Clinical Center, NIH, Bethesda, MD, USA.
  • Fatemeh Homayounieh
  • Fiona Obiezu
    Radiology and Imaging Sciences, Clinical Center,, National Institutes of Health, 10 Center Drive, 1C352, Bethesda, MD, 20892, USA.
  • Stephanie Harmon
  • Evrim Turkbey
    Radiology and Imaging Sciences, NIH Clinical Center, National Institutes of Health, Bethesda, MD, USA.
  • Maria Merino
    Laboratory of Pathology, National Cancer Institute, National Institutes of Health, Bethesda, MD, 20892, USA.
  • Elizabeth C Jones
    Clinical Center, National Institutes of Health, Bethesda, MD, United States.
  • Mark W Ball
  • W Marston Linehan
    Urologic Oncology Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, Maryland.
  • Baris Turkbey
    Molecular Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA.
  • Ashkan A Malayeri
    Department of Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD.