Table 3.
10-Fold Training and validation performance (after 50 epochs, in %): Training Accuracy (TA), Validation Accuracy (VA), Training Loss (TL), Validation Loss (VL), Test Accuracy (TsA) and Test Loss (TsL).
K1 | K2 | K3 | K4 | K5 | K6 | K7 | K8 | K9 | K10 | Avg | |
---|---|---|---|---|---|---|---|---|---|---|---|
TA | 96.46 | 96.15 | 95.41 | 97.44 | 96.69 | 94.17 | 93.89 | 94.74 | 95.62 | 97.09 | 95.76 ± 1.15 |
TL | 0.099 | 0.1089 | 0.1258 | 0.0712 | 0.0923 | 0.1630 | 0.1726 | 0.1931 | 0.1257 | 0.0858 | 0.12 ± 0.04 |
VA | 95.66 | 94.54 | 95.24 | 94.54 | 95.10 | 91.74 | 93.00 | 93.98 | 94.82 | 96.78 | 94.54 ± 1.33 |
VL | 0.1078 | 0.1499 | 0.1293 | 0.1682 | 0.1399 | 0.2114 | 0.1813 | 0.1606 | 0.1437 | 0.1222 | 0.15 ± 0.03 |
TsA | 95.23 | 94.67 | 94.81 | 95.23 | 94.39 | 92.43 | 92.43 | 94.11 | 94.39 | 95.37 | 94.31 ± 1.01 |
TsL | 0.9618 | 0.1621 | 0.1625 | 0.9153 | 0.1089 | 0.2153 | 0.2041 | 0.1778 | 0.1784 | 0.1490 | 0.32 ± 0.31 |