Table 2.

Comparison of F1-score obtained with different classifiers and with different types of input data and modalities assessed on a single fold of the dataset.

		F1-score
Input	Modality	Random forest	DenseNet121	EfficientNet-B3
Image	ceT1	–	0.52	0.47
	hrT2	–	0.41	0.37
	ceT1+hrT2	–	0.51	0.31
VS segmentation	ceT1	–	0.86	0.64
	hrT2	–	0.88	0.66
	ceT1+hrT2	–	0.89	0.64
Image +	ceT1	–	0.89	0.76
segmentation of	hrT2	–	0.87	0.65
VS and adjacent	ceT1+hrT2	–	0.75	0.67
structures
Segmentation of	ceT1	0.94	0.83	0.89
VS and adjacent	hrT2	0.93	0.88	0.88
structures	ceT1+hrT2	0.93	0.90	0.83