Table 4 Quantitative evaluation of ablation experiments of each change to baseline
From: DB-DCAFN: dual-branch deformable cross-attention fusion network for bacterial segmentation
Methods | Dice (mean ± SD, %) | |||
|---|---|---|---|---|
Aba | Kpn | Pae | All | |
Baseline1(CNN encoder) | 69.05 ± 17.43 | 57.07 ± 23.56 | 66.33 ± 16.50 | 63.95 ± 18.12 |
Baseline2(transformer encoder) | 67.07 ± 10.15 | 60.09 ± 21.98 | 65.92 ± 20.63 | 64.25 ± 18.81 |
Baseline1 + Dual-branch encoder | 68.89 ± 8.73 | 59.07 ± 21.68 | 68.89 ± 12.35 | 65.46 ± 16.16 |
Baseline1 + Dual-branch encoder + DCA | 68.81 ± 11.32 | 63.73 ± 22.41 | 69.26 ± 9.67 | 67.19 ± 15.92 |
Baseline1 + Dual-branch encoder + DCA + FAF (ours) | 70.57 ± 10.63 | 65.36 ± 20.62 | 70.49 ± 14.90 | 68.73 ± 16.26 |