表 2. Ablation experiments on three datasets.
三个数据集上的消融实验
| 数据集 | 算法 | Precision | Dice | mIoU | ME | FPR | FNR |
| 数据集1 | 无DPN | 0.987 4 | 0.983 0 | 0.975 1 | 0.011 0 | 0.006 2 | 0.021 0 |
| 无ResNet | 0.988 1 | 0.984 7 | 0.977 7 | 0.009 7 | 0.005 1 | 0.018 4 | |
| 无DenseNet | 0.988 5 | 0.984 8 | 0.977 7 | 0.009 7 | 0.005 0 | 0.018 6 | |
| 无ASPP | 0.989 6 | 0.984 0 | 0.976 8 | 0.010 0 | 0.004 2 | 0.021 3 | |
| 本文算法 | 0.989 7 | 0.985 1 | 0.978 1 | 0.009 5 | 0.004 4 | 0.019 3 | |
| 数据集2 | 无DPN | 0.977 1 | 0.980 2 | 0.972 8 | 0.011 3 | 0.008 9 | 0.0164 |
| 无ResNet | 0.988 1 | 0.984 0 | 0.978 1 | 0.008 9 | 0.004 9 | 0.019 9 | |
| 无DenseNet | 0.988 0 | 0.983 5 | 0.977 4 | 0.009 2 | 0.004 6 | 0.020 7 | |
| 无ASPP | 0.989 1 | 0.984 1 | 0.978 1 | 0.008 9 | 0.004 3 | 0.020 7 | |
| 本文算法 | 0.990 6 | 0.984 1 | 0.978 3 | 0.008 8 | 0.003 7 | 0.022 0 | |
| 数据集3 | 无DPN | 0.973 2 | 0.954 7 | 0.958 2 | 0.001 4 | 0.000 5 | 0.057 8 |
| 无ResNet | 0.972 3 | 0.963 6 | 0.965 1 | 0.001 2 | 0.000 4 | 0.042 8 | |
| 无DenseNet | 0.971 9 | 0.963 3 | 0.964 3 | 0.001 1 | 0.000 4 | 0.044 6 | |
| 无ASPP | 0.973 4 | 0.967 6 | 0.968 9 | 0.001 0 | 0.000 4 | 0.036 0 | |
| 本文算法 | 0.975 1 | 0.970 5 | 0.971 3 | 0.001 0 | 0.000 4 | 0.032 8 |