TABLE IV:
Ablation study of the Shadow-AUG and Shadow-DROP mechanisms. Bold values indicate the best result. Underlined values suggest results without statistical significance compared with the bottom row (p>0.05).
| UNet trained with | UCLA dataset | NIH dataset | |||||
|---|---|---|---|---|---|---|---|
| Shadow-AUG | Shadow-DROP | DSC[%] | ASD[mm] | HD[mm] | DSC[%] | ASD[mm] | HD[mm] |
| × | × | 91.96(2.38) | 0.98(0.34) | 6.22(2.33) | 89.28(4.55) | 1.34(0.68) | 7.36(3.65) |
| ✓ | × | 92.00(2.44) | 0.97(0.32) | 5.92 (2.02) | 89.55(3.72) | 1.31(0.65) | 6.96 (3.14) |
| × | ✓ | 92.11(2.74) | 0.95(0.36) | 6.11(2.35) | 89.79 (3.43) | 1.29 (0.65) | 7.42(3.49) |
| ✓ | ✓ | 92.25 (2.19) | 0.93 (0.29) | 5.89 (1.93) | 89.85 (3.30) | 1.26 (0.58) | 6.88 (3.00) |