Stepwise Transfer Learning for Expert-level Pediatric Brain Tumor MRI Segmentation in a Limited Data Scenario
Aidan Boyd, Zezhong Ye, Sanjay P. Prabhu, Michael C. Tjong, Yining Zha, Anna Zapaishchykova, Sridhar Vajapeyam, Paul J. Catalano, Hasaan Hayat, Rishi Chopra, Kevin X. Liu, Ali Nabavizadeh, Adam C Resnick, Sabine Mueller, Daphne A. Haas‐Kogan, Hugo J.W.L. Aerts, Tina Young Poussaint, Benjamin H. Kann
Abstract
To develop, externally test, and evaluate clinical acceptability of a deep learning pediatric brain tumor segmentation model using stepwise transfer learning.
Topics & Concepts
Transfer of learningSegmentationArtificial intelligenceComputer scienceMachine learningMedicineNatural language processingMedical physicsBrain Tumor Detection and ClassificationCOVID-19 diagnosis using AIAdvanced Neural Network Applications