Table 3.
FPR values of the tolerance loss using different hyperparameter configurations.
| Loss functions | Weights | Metrics (%) | |||||
|---|---|---|---|---|---|---|---|
| DSC | F2 | PRE | RE | FPR | |||
| Tolerance loss β = 0.8 |
λ=1 | δ=0.9 | 45.9 | 55.2 | 38.5 | 67.7 | 0.44 |
| δ=0.8 | 44.6 | 55.7 | 36.7 | 71.6 | 0.57 | ||
| δ=0.7 | 40.7 | 51.2 | 33.1 | 67.2 | 0.61 | ||
| δ=0.6 | 30.2 | 44.1 | 21.0 | 77.1 | 1.27 | ||
| λ=2 | δ=0.9 | 45.2 | 55.4 | 36.3 | 70.6 | 0.51 | |
| δ=0.8 | 32.2 | 45.3 | 23.0 | 72.6 | 1.09 | ||
| δ=0.7 | 30.4 | 44.6 | 20.6 | 70.9 | 1.34 | ||
| δ=0.6 | 14.8 | 26.0 | 8.9 | 83.5 | 4.44 | ||
| λ=3 | δ=0.9 | 36.1 | 48.0 | 27.4 | 70.2 | 0.74 | |
| δ=0.8 | 22.1 | 35.1 | 14.1 | 74.1 | 2014 | ||
| δ=0.7 | 22.8 | 36.1 | 14.8 | 79.4 | 2.01 | ||
| δ=0.6 | 11.8 | 18.8 | 7.6 | 83.5 | 4.57 | ||
| λ=4 | δ=0.9 | 39.4 | 50.9 | 31.4 | 68.9 | 0.69 | |
| δ=0.8 | 23.9 | 37.6 | 15.6 | 74.2 | 1.89 | ||
| δ=0.7 | 14.9 | 25.4 | 9.2 | 80.6 | 4.09 | ||
| δ=0.6 | 7.9 | 11.2 | 5.7 | 82.8 | 4.99 | ||
| λ=5 | δ=0.9 | 34.4 | 47.5 | 24.9 | 72.4 | 0.90 | |
| δ=0.8 | 20.7 | 33.5 | 13.3 | 82.3 | 2.74 | ||
| δ=0.7 | 13.2 | 24.1 | 7.8 | 84.1 | 5.63 | ||
| δ=0.6 | 5.7 | 11.8 | 3.1 | 92.8 | 18.97 | ||