Table 6.
Accuracy and F1 scores comparison of DA Methods before adaptation (Before) and after adaptation (After) for NWPU-CLRS DA dataset with the best performance in bold.
| Method | CLRS→NWPU | NWPU→CLRS | ||||||
|---|---|---|---|---|---|---|---|---|
| Accuracy | F1 Score | Accuracy | F1 Score | |||||
| Before | After | Before | After | Before | After | Before | After | |
| SymNets | 94.42 ± 0.51 | 98.11 ± 0.17 | 0.94 | 0.98 | 87.81 ± 0.69 | 95.51 ± 0.43 | 0.89 | 0.95 |
| RSDA | 94.26 ± 0.66 | 97.66 ± 0.13 | 0.87 | 0.99 | 89.00 ± 0.53 | 94.61 ± 0.27 | 0.89 | 0.93 |
| CDAN-GD | 95.57 ± 0.21 | 97.14 ± 0.21 | 0.96 | 0.98 | 88.34 ± 1.09 | 94.51 ± 0.77 | 0.86 | 0.95 |
| GVB-GD | 96.19 ± 0.36 | 97.16 ± 0.33 | 0.97 | 0.98 | 89.25 ± 1.67 | 93.86 ± 0.81 | 0.91 | 0.94 |
| UAN | 94.29 ± 0.23 | 91.79 ± 0.11 | 0.93 | 0.91 | 84.48 ± 0.28 | 90.63 ± 0.10 | 0.84 | 0.90 |
| SHOT | 94.41 ± 0.25 | 98.27 ± 0.13 | 0.94 | 0.98 | 87.49 ± 0.39 | 96.14 ± 0.13 | 0.88 | 0.96 |
| SRDC | 94.59 ± 0.50 | 97.68 ± 0.18 | 0.95 | 0.98 | 87.31 ± 0.64 | 93.51 ± 0.54 | 0.87 | 0.93 |