Table 3.
Quantitative comparisons with previous state-of-the-art approaches on validation and test sets. Data are present as mean (standard deviation) (n = 5)
| Methods | Validation set | Test set | |||||
|---|---|---|---|---|---|---|---|
| DSC (%) | HD (mm) | ASSD (mm) | DSC (%) | HD (mm) | ASSD (mm) | ||
| AffinityNet | 72.7 (2.45) ** | 69.1 (4.68) ** | 21.6 (1.81) ** | 73.5 (1.47) * | 58.1 (0.43) ** | 20.4 (1.46) ** | |
| SEAM | 75.2 (2.30) ** | 52.8 (0.97) ** | 16.9 (2.86) ** | 75.6 (4.56) * | 56.7 (0.60) ** | 17.6 (5.10) ** | |
| Puzzle-CAM | 76.8 (4.09) * | 49.7 (1.54) ** | 13.6 (0.94) * | 77.0 (0.93) * | 41.5 (2.48) ** | 15.6 (5.04) * | |
| ReCAM | 78.8 (3.56) | 45.5 (3.16) ** | 12.2 (2.82) | 78.2 (2.42) | 43.9 (3.18) ** | 12.1 (1.47) | |
| L2G | 81.0 (6.17) | 37.4 (2.69) | 11.1 (0.65) | 81.1 (3.47) | 36.3 (2.29) ** | 9.62 (8.51) | |
| Ours | 82.8 (0.96) | 34.7 (2.14) | 10.5 (2.56) | 83.5 (5.33) | 29.3 (3.26) | 8.83 (4.21) | |
*represents a significant difference between the previous and proposed methods (p-value < 0.05); **represents a very significant difference between the previous and proposed methods (p-value < 0.01)