Table 2.
Classification accuracies and standard deviations of the 5 model architectures on individual sites.
SL | DH + SL | SSL | DH + SSL | |||
---|---|---|---|---|---|---|
DNN | DNN | EDC | SHRED | SHRED-II | SHRED-III | |
COBRE | 77.78 ± 2.26 | 78.52 ± 1.35 | 82.00 ± 0.78 | 75.78 ± 1.88 | 82.15 ± 1.23 | 76.89 ± 3.85 |
IMH | 61.61 ± 4.07 | 57.96 ± 2.97 | 77.93 ± 4.67 | 73.71 ± 4.55 | 69.96 ± 2.96 | 79.18 ± 3.49 |
NMorphCH | 66.01 ± 3.54 | 63.40 ± 4.07 | 75.58 ± 2.02 | 73.02 ± 1.96 | 75.35 ± 1.81 | 71.36 ± 4.97 |
UCLA | 79.48 ± 1.34 | 81.05 ± 1.74 | 83.84 ± 1.39 | 83.56 ± 1.05 | 83.74 ± 1.23 | 83.92 ± 1.19 |
SL supervised learning, DH data harmonisation, SSL semi-supervised learning.