Table 2 Comparative experiments on the potsdam dataset.
Model | Street | Building | LowVeg | Tree | Car | OA | MIoU | MF1 | |||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
IoU | F1 | IoU | F1 | IoU | F1 | IoU | F1 | IoU | F1 | ||||
SegFormer | 38.02 | 55.09 | 76.20 | 86.49 | 75.47 | 86.02 | 77.89 | 87.57 | 68.93 | 81.61 | 86.29 | 70.99 | 81.87 |
UnetMamba | 65.23 | 78.96 | 90.76 | 95.16 | 77.28 | 87.18 | 79.69 | 88.70 | 90.91 | 95.24 | 91.09 | 85.59 | 92.13 |
LOGCAN++ | 42.92 | 60.06 | 92.89 | 96.31 | 77.19 | 87.13 | 80.31 | 89.08 | 91.65 | 95.65 | 90.80 | 85.77 | 92.22 |
SFA-Net | 69.27 | 80.02 | 91.59 | 95.61 | 78.04 | 87.63 | 79.58 | 88.63 | 90.90 | 95.23 | 91.51 | 86.12 | 92.42 |
UNetFormer | 63.84 | 77.94 | 88.64 | 93.97 | 76.83 | 86.90 | 78.99 | 88.26 | 91.19 | 95.39 | 90.54 | 84.74 | 91.63 |
Ours | 69.36 | 81.91 | 91.58 | 94.57 | 78.46 | 87.93 | 79.34 | 88.48 | 91.20 | 95.57 | 91.56 | 86.12 | 92.43 |