Table 1.
Evaluation of all models based on average surface distance (ASD), 95% Hausdorff distance (95HD), Caudolateral curve distance (CCD), Dice score (DSC) and bounding box overlap (BB IoU)
Model | ASD (mm) | 95HD (mm) | CCD (mm) | DSC (%) | BB IoU (%) |
---|---|---|---|---|---|
Single step + dice loss | 1.34 ± 0.27 | 2.58 ± 0.45 | 9.44 ± 4.95 | 92.95 ± 1.89 | 81.89 ± 5.81 |
Single step + Tversky loss | 1.09 ± 0.23 | 2.28 ± 0.42 | 6.94 ± 4.93 | 91.75 ± 1.58 | 85.63 ± 4.63 |
Single step + focal Tversky loss | 1.03 ± 0.20 | 2.19 ± 0.38 | 5.94 ± 4.13 | 91.54 ± 1.64 | 85.76 ± 4.46 |
Two-step + dice loss | 0.36 ± 0.11 | 0.90 ± 0.31 | 1.24 ± 0.77 | 94.82 ± 1.91 | 93.38 ± 2.79 |
Two-step + Tversky loss | 0.31 ± 0.09 | 0.96 ± 0.44 | 1.30 ± 1.02 | 93.87 ± 1.71 | 94.74 ± 2.12 |
Two-step + focal Tversky loss | 0.35 ± 0.08 | 0.97 ± 0.31 | 1.71 ± 1.39 | 93.94 ± 1.79 | 94.85 ± 3.02 |