Table 2 PotsdamIRRG \(\rightarrow\) VaihingenIRRG quantitative results for cross-domain segmentation. Significant values are in bold.
Task | Methods | Â | Clutter | Imp. surfaces | Car | Tree | Low vegetation | Building | Overall |
|---|---|---|---|---|---|---|---|---|---|
PotsdamIRRG \(\downarrow\) VaihingenIRRG | Source-Only | IOU\(\%\) | 1.83 | 30.48 | 17.93 | 52.46 | 16.63 | 59.76 | 29.85 |
F1\(\%\) | 3.23 | 46.15 | 26.79 | 68.61 | 28.22 | 74.57 | 41.76 | ||
CycleGAN | IOU\(\%\) | 3.11 | 43.73 | 9.85 | 58.44 | 33.28 | 49.54 | 32.99 | |
F1\(\%\) | 4.80 | 60.3 | 17.25 | 73.58 | 49.49 | 65.9 | 45.22 | ||
DualGAN | IOU\(\%\) | 3.58 | 52.67 | 19.74 | 62.24 | 39.8 | 62.83 | 40.14 | |
F1\(\%\) | 5.66 | 68.53 | 32.19 | 76.63 | 56.53 | 76.86 | 52.73 | ||
FADA | IOU\(\%\) | 10.83 | 62.26 | 39.82 | 64.13 | 43.22 | 72.22 | 48.75 | |
F1\(\%\) | 19.54 | 76.74 | 56.96 | 78.18 | 60.35 | 83.87 | 62.6 | ||
ResidualGAN | IOU\(\%\) | 7.76 | 70.09 | 50.27 | 60.53 | 46.19 | 77.71 | 52.09 | |
F1\(\%\) | 11.42 | 82.28 | 66.44 | 75.22 | 62.78 | 87.38 | 64.25 | ||
MemoryAdaptNet | IOU\(\%\) | 10.86 | 67.82 | 44.30 | 50.27 | 46.06 | 76.92 | 49.37 | |
F1\(\%\) | 19.59 | 80.82 | 61.40 | 66.91 | 63.07 | 86.95 | 63.12 | ||
MBATA-GAN | IOU\(\%\) | 3.78 | 64.92 | 38.51 | 51.33 | 40.19 | 74.67 | 45.57 | |
F1\(\%\) | 7.29 | 78.73 | 55.61 | 67.85 | 57.34 | 85.50 | 58.72 | ||
Ours | IOU\(\%\) | 7.95 | 72.64 | 56.67 | 65.63 | 49.92 | 83.42 | 56.04 | |
F1\(\%\) | 11.15 | 84.05 | 72.05 | 79.16 | 66.33 | 90.92 | 67.28 |
