Table III.
Numerical results of the prostate apex and base calculated between manual contour and segmented contour via comparing methods and proposed method on fivefold cross-validation test (CV) and hold-out test (HO).
Organ | Test | Method | DSC | HD95 (mm) | MSD (mm) | CMD (mm) | VD (cc) |
---|---|---|---|---|---|---|---|
Apex | CV | U-Net | 0.79 ± 0.09 | 2.35 ± 1.07 | 0.51 ± 0.32 | 1.77 ± 0.86 | 0.80 ± 0.75 |
Mask R-CNN | 0.84 ± 0.08 | 1.95 ± 0.90 | 0.37 ± 0.27 | 1.48 ± 0.71 | 0.63 ± 0.64 | ||
Proposed | 0.86 ± 0.08 | 1.65 ± 0.84 | 0.29 ± 0.23 | 1.27 ± 0.62 | 0.50 ± 0.57 | ||
HO | U-Net | 0.85 ± 0.10 | 2.10 ± 0.94 | 0.41 ± 0.28 | 1.47 ± 1.11 | 0.77 ± 0.83 | |
Mask R-CNN | 0.88 ± 0.08 | 1.67 ± 0.86 | 0.30 ± 0.22 | 1.19 ± 0.83 | 0.63 ± 0.69 | ||
Proposed | 0.90 ± 0.07 | 1.39 ± 0.86 | 0.23 ± 0.19 | 1.00 ± 0.66 | 0.52 ± 0.59 | ||
Base | CV | U-Net | 0.77 ± 0.12 | 2.88 ± 1.30 | 0.74 ± 0.46 | 1.92 ± 0.86 | 1.00 ± 0.74 |
Mask R-CNN | 0.82 ± 0.10 | 2.54 ± 1.18 | 0.57 ± 0.36 | 1.59 ± 0.72 | 0.84 ± 0.62 | ||
Proposed | 0.85 ± 0.09 | 2.3 ± 1.09 | 0.47 ± 0.30 | 1.37 ± 0.63 | 0.71 ± 0.55 | ||
HO | U-Net | 0.77 ± 0.14 | 2.98 ± 1.37 | 0.72 ± 0.51 | 2.19 ± 1.34 | 0.90 ± 0.81 | |
Mask R-CNN | 0.83 ± 0.12 | 2.55 ± 1.26 | 0.54 ± 0.41 | 1.79 ± 1.14 | 0.74 ± 0.67 | ||
Proposed | 0.86 ± 0.10 | 2.20 ± 1.17 | 0.43 ± 0.34 | 1.52 ± 0.98 | 0.63 ± 0.56 |