Table 2. Segmentation evaluation of 3D U-Net on the different pre-processing datasets.
Index | OD | AD | EAD | PD | EPD |
---|---|---|---|---|---|
DSC (%) | 85.80 | 87.20 | 90.83 | 81.66 | 84.30 |
Jaccard (%) | 75.33 | 78.20 | 83.35 | 70.00 | 73.30 |
Sensitivity (%) | 83.71 | 85.05 | 90.85 | 75.39 | 79.89 |
HD95 (mm) | 18.01 | 14.77 | 12.75 | 23.75 | 22.40 |
3D U-Net, three-dimensional U-shape network; OD, original data; AD, augmented data; EAD, enhanced augmented data; PD, patched data; EPD, enhanced patched data; DSC, dice similarity coefficient; HD95, 95th percentile Hausdorff distance.