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. 2021 Dec 2;21(23):8070. doi: 10.3390/s21238070

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