Table 4.

Healthy brain model comparison (*denotes the overall winning model).

Healthy brain
Model	Mean F1 score
ResNet 3D	0.9970 $\pm$ 0.005
Pre-trained ResNet 3D	0.9998 $\pm$ 0.0002
ResNet(2+1)D	0.9927 $\pm$ 0.009
Pre-trained ResNet(2+1)D	0.9992 $\pm$ 0.001
ResNet mixed convolution	0.9855 $\pm$ 0.004
Pre-trained ResNet mixed convolution	0.9963 $\pm$ 0.002