表 4. Experimental results of ablation of different modules in this algorithm.
对本文算法中不同模块进行消融的实验结果
| 算法 | 分割 | 分类 | |||||||||
| Dice | Jaccard | ASD/mm | 95HD/mm | ACC | AUC | REC | PPV | NPV | F1 | ||
| 本文算法_(1) |
83.90% ± 0.88% |
73.89% ± 1.19% |
0.35 ± 0.01 |
4.22 ± 0.36 |
80.67% ± 0.67% |
79.09% ± 3.16% |
86.08% ± 0.83% |
80.07% ± 1.95% |
62.67% ± 2.54% |
80.05% ± 1.70% |
|
| 本文算法_(2) | – | – | – | – | 78.44% ± 1.02% |
76.96% ± 0.99% |
81.05% ± 2.32% |
80.46% ± 2.26% |
58.94% ± 2.04% |
76.96% ± 1.40% |
|
| 本文算法_(3) | 83.06% ± 1.17% |
72.98% ± 1.76% |
0.69 ± 0.18 |
4.70 ± 1.36 |
– | – | – | – | – | – | |
| 本文算法_(4) | 82.00% ± 1.08% |
71.44% ± 1.66% |
0.41 ± 0.11 |
5.61 ± 0.76 |
– | – | – | – | – | – | |
| 本文算法_(5) | 83.65% ± 0.63% |
73.81% ± 1.27% |
0.49 ± 0.30 |
4.17 ± 0.62 |
76.67% ± 1.76% |
74.98% ± 1.94% |
78.05% ± 5.23% |
75.7% ± 3.74% |
55.72% ± 2.21% |
74.16% ± 1.71% |
|