Research Article
A Novel U-Net Based Deep Learning Method for 3D Cardiovascular MRI Segmentation
Table 3
Comparison of experimental results between the improved method and the 3D methods. Bold results are the best ones.
| | Myocardium | Blood pool | Method | Dice (%) | ADB | Haus. | Dice (%) | ADB | Haus. |
| 3D U-Net [11] | 69.4 | 2.596 | 12.796 | 79.4 | 2.550 | 14.634 | V-Net [26] | 70.3 | 2.367 | 10.624 | 81.9 | 2.435 | 12.539 | VoxResNet [19] | 77.4 | 2.041 | 13.199 | 86.7 | 2.157 | 19.723 | DenseVoxNet [23] | 79.2 | 0.943 | 7.175 | 89.48 | 0.955 | 9.608 | Ours | 84.5 | 0.721 | 5.027 | 94.0 | 0.831 | 4.102 |
|
|