2D multi-view ResNet ensembles predict IDH mutation from MRI about as well as 3D ResNets (AUROC 0.91 vs 0.90), while MGMT methylation prediction stays near chance.
Prognostic significance of IDH mutation in adult low-grade gliomas: a meta-analysis
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Comparative Analysis of 2D and 3D ResNet Architectures for IDH and MGMT Mutation Detection in Glioma Patients
2D multi-view ResNet ensembles predict IDH mutation from MRI about as well as 3D ResNets (AUROC 0.91 vs 0.90), while MGMT methylation prediction stays near chance.