Table 3 Quantitative comparison results on the Vaihingen dataset with state-of-the-art methods.
Method | Impervious surface | Building | Low vegetation | Tree | Car | mean \(\hbox {F}_1\) | OA | mIoU | Mem (GB) |
|---|---|---|---|---|---|---|---|---|---|
DeepLabv3+26 | 91.4 | 94.7 | 79.6 | 87.6 | 85.8 | 87.8 | 89.9 | 79.0 | 7.36 |
PSPNet23 | 90.6 | 94.3 | 79.0 | 87.0 | 70.7 | 84.3 | 89.1 | 74.1 | 6.14 |
FSFNet75 | 91.9 | 94.8 | 82.5 | 89.0 | 85.4 | 88.7 | 89.8 | - | 6.89 |
CLANet76 | 91.5 | 94.6 | 82.9 | 89.5 | 87.3 | 89.2 | 89.8 | 80.7 | 7.62 |
CTFNet77 | 90.7 | 94.4 | 81.7 | 87.3 | 82.7 | 87.4 | 88.6 | 77.8 | 5.67 |
MFANet78 | 92.7 | 95.8 | 84.2 | 89.3 | 84.7 | 89.3 | 90.6 | 81.6 | 6.28 |
BGFNet79 | 92.9 | 95.5 | 84.4 | 89.6 | 86.7 | 89.8 | 90.6 | 81.7 | 5.99 |
HRNet74 | 85.8 | 91.6 | 71.1 | 79.9 | 74.2 | 88.7 | 90.1 | 72.6 | 2.76 |
Basaeline11 | 88.3 | 93.0 | 79.7 | 87.1 | 83.3 | 89.0 | 86.3 | 78.7 | 1.40 |
SAINet | 92.5 | 96.5 | 85.9 | 89.3 | 89.4 | 90.7 | 91.9 | 82.5 | 1.87 |
