Table 3.
Result analysis of different weight loss functions using the EAR-U-Net model
Loss | Ratio | Dice (%) | VOE (%) | RVD (%) | ASSD (mm) | MSD (mm) | Training time | Test time |
---|---|---|---|---|---|---|---|---|
BL | 1 | 96.07 ± 1.06 | 7.55 ± 1.96 | 0.44 ± 2.14 | 1.47 ± 0.67 | 48.28 ± 27.72 | 6 h 42 min 48 s | 41.8 s |
DL | 1 | 95.95 ± 0.76 | 7.77 ± 1.42 | 0.5 ± 2.36 | 1.35 ± 0.82 | 35.96 ± 20.62 | 6 h 45 min 54 s | 41.2 s |
BL:DL | 0.2:0.8 | 95.84 ± 1.10 | 7.96 ± 2.03 | 1.66 ± 3.08 | 1.67 ± 1.00 | 38.32 ± 14.86 | 6 h 51 min 7 s | 44.2 s |
BL:DL | 0.5:0.5 | 96.13 ± 0.95 | 7.43 ± 1.75 | 1.29 ± 1.98 | 1.67 ± 0.86 | 43.84 ± 25.54 | 6 h 48 min 6 s | 43.7 s |
BL:DL | 0.8:0.2 | 96.43 ± 0.90 | 6.88 ± 1.69 | 1.93 ± 2.42 | 1.42 ± 0.72 | 58.03 ± 33.99 | 6 h 52 min 45 s | 43.6 s |
BL:DL | 1:1 | 96.63 ± 0.82 | 6.50 ± 1.52 | 1.18 ± 2.27 | 1.29 ± 0.35 | 36.79 ± 13.24 | 6 h 49 min 55 s | 42.3 s |
For each metric, bold value indicate the best result in that column