Table 3 Comparative experiments on the vaihingen dataset.
Model | Street | Building | LowVeg | Tree | Car | OA | MIoU | MF1 | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
IoU | F1 | IoU | F1 | IoU | F1 | IoU | F1 | IoU | F1 | ||||
SegFormer | 21.22 | 35.01 | 90.47 | 95.00 | 71.32 | 83.26 | 80.37 | 89.12 | 80.37 | 89.12 | 89.59 | 69.21 | 79.10 |
UnetMamba | 82.65 | 90.50 | 91.26 | 95.43 | 72.54 | 84.08 | 80.37 | 89.11 | 73.56 | 84.77 | 91.42 | 81.63 | 89.67 |
LOGCAN++ | 83.98 | 91.29 | 91.89 | 95.77 | 72.57 | 84.10 | 80.15 | 88.98 | 75.32 | 85.92 | 91.47 | 82.06 | 89.94 |
SFA-Net | 85.18 | 92.00 | 92.16 | 95.92 | 74.40 | 85.32 | 81.29 | 89.68 | 75.60 | 86.68 | 92.04 | 83.07 | 90.58 |
UNetFormer | 88.30 | 93.78 | 91.82 | 95.73 | 71.91 | 83.66 | 79.26 | 88.43 | 72.99 | 84.39 | 91.22 | 81.31 | 89.45 |
Ours | 90.40 | 94.96 | 92.30 | 96.00 | 74.46 | 85.36 | 81.15 | 86.50 | 76.22 | 86.50 | 92.09 | 83.10 | 90.59 |
