Table 5 Results of ablation experiments for building damage assessment.
From: Post-disaster building damage assessment based on improved U-Net
Model | \(F1_{overall}\) | \(F1_{loc}\) | \(F1_{cls}\) | \(F1_{cls}^{0}\) | \(F1_{cls}^{1}\) | \(F1_{cls}^{2}\) | \(F1_{cls}^{3}\) |
|---|---|---|---|---|---|---|---|
Baseline | 0.7764 | 0.8617 | 0.7398 | 0.9472 | 0.5658 | 0.7289 | 0.8251 |
Baseline + ESC | 0.7794 | 0.8672 | 0.7418 | 0.9503 | 0.5528 | 0.7424 | 0.8445 |
Baseline + ACB | 0.7841 | 0.8736 | 0.7457 | 0.9509 | 0.5721 | 0.7408 | 0.8234 |
Baseline + ESC + ACB + SA (ours) | 0.7898 | 0.8741 | 0.7536 | 0.9521 | 0.5778 | 0.7538 | 0.8335 |
