Research Article
A Novel Brain Image Segmentation Method Using an Improved 3D U-Net Model
Table 3
The effect of different improved 3D U-net models on brain tumor segmentation.
| Index | Segmented organization | [31] | [32] | [33] | Proposed |
| Dice | WT | 0.7432 | 0.8328 | 0.8024 | 0.8787 | TC | 0.6995 | 0.8006 | 0.7895 | 0.8456 | ET | 0.6006 | 0.7670 | 0.7162 | 0.8004 | Mean | 0.6811 | 0.8011 | 0.7964 | 0.8416 |
| Hausdorff | WT | 3.4675 | 2.8254 | 3.0052 | 2.5002 | TC | 2.3006 | 1.8145 | 2.1723 | 1.5101 | ET | 3.4783 | 2.8380 | 3.1016 | 2.6443 | Mean | 3.0821 | 2.4926 | 2.7597 | 2.2182 |
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