Table 1 Performance comparison of different domain adaptation methods
Methods | Alpine–Montane to Plain-Hillock (%) | Alpine–Montane to Urban-Dense (%) | Plain-Hillock to Alpine–Montane (%) | Plain-Hillock to Urban-Dense (%) | Urban-Dense to Alpine–Montane (%) | Urban-Dense to Plain-Hillock (%) |
|---|---|---|---|---|---|---|
TCA | 66.60 | 66.84 | 66.74 | 63.2 | 63.96 | 61.09 |
ARDA | 79.91 | 75.31 | 79.95 | 76.79 | 85.50 | 79.53 |
ADDA | 80.39 | 76.45 | 84.60 | 77.14 | 78.60 | 82.74 |
DAAN | 86.25 | 83.54 | 90.42 | 83.42 | 87.75 | 87.89 |
DANN | 89.85 | 86.50 | 91.16 | 86.57 | 91.12 | 89.53 |
E-DANN(ours) | 92.89 | 90.32 | 94.53 | 91.00 | 94.39 | 92.35 |