Table 7 Performance of different methods versus proposed GCN-ARE for Botswana Dataset.
class | GAT21 | ViT25 | Hybrid23 | GEN19 | SCCAN10 | EfficientFormer26 | GCN-ARE |
|---|---|---|---|---|---|---|---|
1 | 100.00 | 98.81 | 97.66 | 100.00 | 97.28 | 96.15 | 100.00 |
2 | 83.51 | 94.19 | 92.05 | 90.00 | 83.51 | 92.05 | 100.00 |
3 | 97.88 | 100.00 | 99.57 | 100.00 | 94.29 | 100.00 | 100.00 |
4 | 100.00 | 100.00 | 100.00 | 97.94 | 100.00 | 100.00 | 100.00 |
5 | 99.52 | 97.90 | 98.74 | 98.08 | 98.10 | 98.21 | 97.40 |
6 | 89.62 | 95.60 | 97.55 | 88.00 | 93.02 | 94.09 | 98.88 |
7 | 100.00 | 97.93 | 97.49 | 97.92 | 99.57 | 98.31 | 100.00 |
8 | 97.86 | 94.82 | 98.92 | 87.56 | 98.92 | 97.86 | 100.00 |
9 | 95.11 | 98.33 | 97.65 | 98.99 | 98.29 | 97.64 | 100.00 |
10 | 97.29 | 96.54 | 97.78 | 90.83 | 98.22 | 94.42 | 100.00 |
11 | 95.16 | 99.26 | 97.20 | 98.84 | 97.55 | 97.54 | 92.13 |
12 | 100.00 | 100.00 | 100.00 | 100.00 | 94.15 | 100.00 | 99.45 |
13 | 99.20 | 100.00 | 97.25 | 98.41 | 99.60 | 98.80 | 100.00 |
14 | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | 96.15 | 97.89 |
OA | 96.97 | 98.18 | 98.05 | 96.19 | 97.00 | 97.41 | 98.86 |
AA | 97.39 | 98.45 | 98.21 | 96.27 | 97.33 | 97.72 | 98.98 |
Kappa | 0.97 | 0.98 | 0.98 | 0.96 | 0.97 | 0.97 | 0.99 |
