Table 2 Results of comparison experiments on bacteria segmentation task
From: DB-DCAFN: dual-branch deformable cross-attention fusion network for bacterial segmentation
Methods | Dice (mean ± SD, %) | Jaccard (mean ± SD, %) | ||||||
|---|---|---|---|---|---|---|---|---|
Aba | Kpn | Pae | All | Aba | Kpn | Pae | All | |
U-Net | 61.58 ± 14.85 | 59.26 ± 21.21 | 66.28 ± 18.08 | 62.35 ± 18.58 | 46.09 ± 15.04 | 45.14 ± 20.29 | 52.04 ± 18.45 | 47.76 ± 18.41 |
CE-Net | 67.74 ± 14.86 | 59.48 ± 21.23 | 66.41 ± 13.87 | 64.41 ± 17.46 | 52.97 ± 15.66 | 45.35 ± 20.23 | 51.13 ± 13.71 | 49.69 ± 17.14 |
UCtransNet | 62.75 ± 15.86 | 63.35 ± 16.41 | 68.96 ± 17.60 | 65.05 ± 16.89 | 47.58 ± 16.20 | 48.32 ± 16.44 | 55.00 ± 17.96 | 50.34 ± 17.22 |
Swin-Unet | 67.41 ± 9.52 | 59.15 ± 21.40 | 69.19 ± 16.79 | 65.13 ± 17.40 | 51.57 ± 10.19 | 45.00 ± 19.92 | 55.26 ± 18.64 | 50.52 ± 17.51 |
TransUNet | 70.64 ± 8.99 | 61.80 ± 20.80 | 68.43 ± 19.52 | 66.81 ± 17.86 | 55.35 ± 10.75 | 47.78 ± 20.45 | 54.97 ± 20.23 | 52.58 ± 18.24 |
Ours | 70.57 ± 10.63 | 65.36 ± 20.62 | 70.49 ± 14.90 | 68.73 ± 16.26 | 55.54 ± 12.47 | 51.55 ± 19.78 | 56.40 ± 17.24 | 54.44 ± 17.03 |