Table 7 Ablation analysis on Botswana dataset.
Network module | Feature fusion method | Algorithm performance | |||||
|---|---|---|---|---|---|---|---|
CAM | SPM | A2IAFFM | Concat | Add | OA (%) | AA (%) | Kappa |
√ | √ | √ | √ | 94.63 | 95.72 | 0.9418 | |
√ | √ | √ | 90.21 | 92.19 | 0.8938 | ||
√ | √ | √ | 89.92 | 92.08 | 0.8907 | ||
√ | √ | √ | √ | 89.51 | 91.81 | 0.8863 | |
√ | 89.53 | 91.49 | 0.8865 | ||||
√ | 89.72 | 91.82 | 0.8886 | ||||