表 3. Ablation studies between different modules on the DSB2018 nuclear segmentation.
所提模块在DSB2018细胞核分割上的消融研究
| Model | SIF | HD/ cm |
PRE/ (%) |
DSC/ (%) |
SEN/ (%) |
MIOU/ (%) |
| UNet | — | 2.750 | 85.84 | 81.70 | 85.31 | 82.83 |
| ResUNet | — | 2.521 | 87.35 | 82.29 | 86.95 | 83.98 |
| UNet + DSRC | — | 2.515 | 87.82 | 83.51 | 87.17 | 84.01 |
| √ | 2.489 | 88.10 | 83.96 | 88.63 | 85.95 | |
| UNet + CAR | — | 2.401 | 88.71 | 84.00 | 88.02 | 84.90 |
| √ | 2.397 | 89.15 | 84.52 | 88.90 | 86.23 | |
| UNet + DSRC + CAR | — | 2.211 | 91.25 | 85.56 | 89.12 | 88.05 |
| √ | 2.179 | 92.01 | 88.91 | 90.09 | 89.01 |