Table 5.
Classification results of Deep CORAL and DDC (fc5a).
| Deep CORAL | DDC | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| S-Tb | S c | T d | S | T | ||||||||
| Tre(%) | Valf(%) | Teg(%) | Tr(%) | Val(%) | Te(%) | Tr(%) | Val(%) | Te(%) | Tr(%) | Val(%) | Te(%) | |
| 01–02 | 100.00 | 87.50 | 80.00 | 58.48 | 58.24 | 56.25 | 100.00 | 87.50 | 86.67 | 60.23 | 58.82 | 56.25 |
| 01–03 | 100.00 | 93.75 | 86.67 | 80.63 | 84.21 | 83.33 | 100.00 | 87.50 | 86.67 | 80.10 | 84.21 | 83.33 |
| 01–04 | 100.00 | 87.50 | 93.34 | 65.82 | 73.68 | 73.68 | 100.00 | 81.25 | 86.67 | 70.41 | 73.68 | 73.68 |
| 02–01 | 100.00 | 82.35 | 75.00 | 75.95 | 81.25 | 73.33 | 92.40 | 82.35 | 68.75 | 71.52 | 75.00 | 73.33 |
| 02–03 | 100.00 | 76.47 | 75.00 | 76.44 | 77.78 | 78.95 | 100.00 | 76.47 | 75.00 | 78.53 | 73.68 | 72.22 |
| 02–04 | 100.00 | 82.35 | 75.00 | 72.45 | 68.42 | 68.42 | 95.32 | 82.35 | 75.00 | 71.43 | 73.68 | 57.89 |
| 03–01 | 100.00 | 89.47 | 83.33 | 82.91 | 87.50 | 80.00 | 100.00 | 89.47 | 77.78 | 82.91 | 87.50 | 73.33 |
| 03–02 | 100.00 | 89.47 | 83.33 | 74.85 | 70.59 | 68.75 | 100.00 | 94.74 | 83.33 | 73.68 | 76.47 | 62.50 |
| 03–04 | 100.00 | 94.74 | 88.89 | 84.69 | 89.47 | 73.68 | 100.00 | 94.74 | 88.89 | 73.98 | 78.95 | 73.68 |
| 04–01 | 100.00 | 89.47 | 94.74 | 71.52 | 73.33 | 68.75 | 100.00 | 100.00 | 94.74 | 69.62 | 68.75 | 66.67 |
| 04–02 | 100.00 | 94.74 | 94.74 | 74.85 | 68.75 | 58.82 | 100.00 | 84.22 | 94.74 | 66.08 | 64.71 | 62.50 |
| 04–03 | 100.00 | 89.47 | 89.47 | 83.77 | 84.21 | 77.78 | 100.00 | 100.00 | 89.47 | 82.20 | 78.95 | 77.78 |
afc5 means that the penultimate fully connected layer of the convolutional neural network (CNN) was used for calculating domain loss (CORAL loss and MMD loss, as shown in Figures 3 and 4); bS-T means the source domain-the target domain; cS means the source domain; dT means the target domain; eTr means the training set of the target domain; fVal means the validation set of the target domain; gTe means the test set of the target domain. The bold values means the accuracy rate of the test set was beyond 73%.