Table 5 Ablation experiment of innovative modules.
From: Multi-scale feature progressive fusion network for remote sensing image change detection
Settings | CDD | LEVIR | WHU-CD | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Baseline | LFFM | MSFA | MSFD | R | P | F1 | OA | R | P | F1 | OA | R | P | F1 | OA |
√ |  |  |  | 95.0 | 85.2 | 89.8 | 97.5 | 89.5 | 77.1 | 82.9 | 98.1 | 92.8 | 78.9 | 85.3 | 98.4 |
√ | √ |  |  | 96.8 | 91.8 | 94.2 | 98.6 | 95.3 | 81.8 | 88.0 | 98.7 | 92.4 | 88.3 | 90.3 | 99.0 |
√ | √ | √ |  | 93.9 | 95.8 | 94.9 | 98.8 | 94.2 | 83.9 | 88.7 | 98.8 | 93.2 | 89.6 | 91.3 | 99.1 |
√ | √ | √ | √ | 96.4 | 95.3 | 95.9 | 99.0 | 89.6 | 89.9 | 89.8 | 99.0 | 92.1 | 93.2 | 92.7 | 99.3 |