Table 3 Quantitative comparisons of the BDCI dataset with other models.
Method | Per-class F1 score | Avg. F1 | OA | mIOU | |||||
|---|---|---|---|---|---|---|---|---|---|
Woodland | Cultivated field | Grassland | Building | Road | Water | ||||
Unet | 90.14 | 92.28 | 18.82 | 79.61 | 40.82 | 92.54 | 69.04 | 88.59 | 62.36 |
FCN + SE | 90.68 | 92.7 | 19.59 | 93.94 | 36.06 | 93.63 | 71.1 | 89.74 | 62.18 |
DeepLabV3 + | 89.62 | 92.72 | 31.17 | 84.86 | 39.38 | 93.33 | 71.85 | 89.53 | 65.47 |
PSPnet | 90.18 | 92.96 | 28.92 | 84.28 | 36.11 | 93.24 | 70.95 | 89.99 | 65.36 |
DAnet | 90.79 | 93.18 | 28.35 | 84.65 | 47.7 | 94.28 | 73.16 | 90.33 | 67.31 |
CBAM | 90.81 | 93.21 | 31.02 | 85.66 | 47.98 | 94.33 | 73.84 | 90.33 | 67.89 |
Proposed | 91.96 | 94.05 | 37.83 | 86.45 | 52.66 | 95.09 | 76.34 | 91.65 | 70.5 |
