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

Bathla, Girish; Dhruba, Durjoy Deb; Soni, Neetu; Liu, Yanan; Larson, Nicholas B; Kassmeyer, Blake A; Mohan, Suyash; Roberts-Wolfe, Douglas; Rathore, Saima; Le, Nam H; Zhang, Honghai; Sonka, Milan; Priya, Sarv

Bathla, Girish; Dhruba, Durjoy Deb; Soni, Neetu; Liu, Yanan; Larson, Nicholas B; Kassmeyer, Blake A; Mohan, Suyash; Roberts-Wolfe, Douglas; Rathore, Saima; Le, Nam H; Zhang, Honghai; Sonka, Milan; Priya, Sarv.

Afiliación

Bathla G; Department of Radiology, University of Iowa Hospitals and Clinics, 200 Hawkins Drive, Iowa City, IA 52242, USA; Department of Radiology, Mayo Clinic, 200 1st Street SW, Rochester, MN 55902, USA. Electronic address: Bathla.girish@mayo.edu.
Dhruba DD; Electrical and Computer Engineering, University of Iowa, 4016 Seamans Center for the Engineering Arts and Sciences, Iowa City, IA 52242 USA.
Soni N; Department of Radiology, University of Iowa Hospitals and Clinics, 200 Hawkins Drive, Iowa City, IA 52242, USA; Department of Imaging Sciences, University of Rochester Medical Center, 601 Elmwood Ave, Box 648, Rochester, NY 14642, USA.
Liu Y; Advanced Pulmonary Physiomic Imaging Laboratory (APPIL), University of Iowa, 200 Hawkins Drive, Iowa City, IA, 52242 USA.
Larson NB; Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, 200 1st Street SW, Rochester, MN 55902, USA.
Kassmeyer BA; Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, 200 1st Street SW, Rochester, MN 55902, USA.
Mohan S; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, 3400 Spruce Street, Philadelphia, PA 19104 USA.
Roberts-Wolfe D; Department of Radiology, Perelman School of Medicine, University of Pennsylvania, 3400 Spruce Street, Philadelphia, PA 19104 USA.
Rathore S; Senior research scientist, Avid Radiopharmaceuticals, 3711 Market Street, Philadelphia, PA 19104, USA.
Le NH; Electrical and Computer Engineering, University of Iowa, 4016 Seamans Center for the Engineering Arts and Sciences, Iowa City, IA 52242 USA.
Zhang H; Electrical and Computer Engineering, University of Iowa, 4016 Seamans Center for the Engineering Arts and Sciences, Iowa City, IA 52242 USA.
Sonka M; Electrical and Computer Engineering, University of Iowa, 4016 Seamans Center for the Engineering Arts and Sciences, Iowa City, IA 52242 USA.
Priya S; Department of Radiology, University of Iowa Hospitals and Clinics, 200 Hawkins Drive, Iowa City, IA 52242, USA.