Research Article

Handcrafted and Deep Learning-Based Radiomic Models Can Distinguish GBM from Brain Metastasis

Table 2

The performance comparison of multimodality and single-modality models.

ModelsTraining AUCCross-validation mean AUCTest AUCAccuracySensitivitySpecificity

T1CE-HCR0.990.940.930.820.700.93
T1CE-HCR+DLR0.990.950.970.850.840.93
T1WI-HCR1.000.900.860.710.750.78
T1WI-HCR+DLR0.990.910.870.760.750.83
T2WI-HCR1.000.950.760.730.850.66
T2WI-HCR+DLR1.000.960.800.780.800.83
Multimodality-HCR1.000.920.810.710.700.82
Multimodality-HCR + DLR1.000.960.840.750.710.91

The bold values represent the highest accuracy and specificity.