Article
Combined molecular subtyping, grading, and segmentation of glioma using multi-task deep learning.
Neuro-oncology - 14 Feb 2023
van der Voort Sebastian R, Incekara Fatih, Wijnenga Maarten M J, Kapsas Georgios, Gahrmann Renske, Schouten Joost W, Nandoe Tewarie Rishi, Lycklama Geert J, De Witt Hamer Philip C, Eijgelaar Roelant S, French Pim J, Dubbink Hendrikus J, Vincent Arnaud J P E, Niessen Wiro J, van den Bent Martin J, Smits Marion, Klein Stefan
Abstract excerpt
BACKGROUND: Accurate characterization of glioma is crucial for clinical decision making. A delineation of the tumor is also desirable in the initial decision stages but is time-consuming. Previously, deep learning methods have been developed that can either non-invasively predict the genetic or histological features of glioma, or that can automatically delineate the tumor, but not both tasks at the same time....
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