AI-based classification of three common malignant tumors in neuro-oncology: A multi-institutional comparison of machine learning and deep learning methods.

Abstract

Authors

• Girish Bathla
  Mayo Clinic Rochester, Minnesota, USA.
• Durjoy Deb Dhruba
  Electrical and Computer Engineering, University of Iowa, 4016 Seamans Center for the Engineering Arts and Sciences, Iowa City, IA 52242 USA.
• Neetu Soni
  University of Rochester Medical Center Rochester, New York, USA.
• Yanan Liu
  College of Environmental Science and Engineering, Donghua University, 2999 North Renmin Road, Shanghai 201620, China.
• Nicholas B Larson
  Department of Health Sciences Research, Mayo Clinic, Rochester, MN, 55905, USA.
• Blake A Kassmeyer
  Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, 200 1st Street SW, Rochester, MN 55902, USA.
• Suyash Mohan
  Department of Radiology, Hospital of the University of Pennsylvania, 3400 Spruce St, Philadelphia, PA 19104 (J.D.R., L.X., A.K., J.M.E., T.C., I.M.N., S.M., J.C.G.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (J.D.R., A.M.R.); Penn Image Computing and Science Laboratory, University of Pennsylvania, Philadelphia, Pa (X.L., J.W.); University of Pennsylvania Perelman School of Medicine, Philadelphia, Pa (M.T.D.); Mecklenburg Radiology Associates, Charlotte, NC (E.J.B.); Department of Radiology, University of Texas, Austin, Tex (R.N.B.); and Division of Nuclear Medicine and Clinical Molecular Imaging, Department of Radiology, University of Pennsylvania, Philadelphia, Pa (I.M.N.).
• Douglas Roberts-Wolfe
  Department of Radiology, Perelman School of Medicine, University of Pennsylvania, 3400 Spruce Street, Philadelphia, PA 19104 USA.
• Saima Rathore
  DCIS, Pakistan Institute of Engineering and Applied Sciences, Islamabad, Pakistan; DCS&IT, University of Azad Jammu and Kashmir, Muzaffarabad, Azad Kashmir. Electronic address: saimarathore_2k6@yahoo.com.
• Nam H Le
  College of Engineering, University of Iowa, Iowa City, IA, USA.
• Honghai Zhang
  Iowa Institute for Biomedical Imaging, University of Iowa, Iowa City, IA 52242, USA.
• Milan Sonka
  Department of Electrical and Computer Engineering, The University of Iowa, Iowa City, IA, 52242, United States; Department of Ophthalmology and Visual Sciences, The University of Iowa, Iowa City, IA, 52242, United States.
• Sarv Priya
  The University of Iowa Iowa City, Iowa, USA.

Keywords

External Resources