Table 1.
Architecture | Dice Coefficient | Accuracy | PPV | Sensitivity |
---|---|---|---|---|
| ||||
U-Net | 0.678±0.026 | 0.872±0.000 | 0.659±0.052 | 0.808±0.045 |
SegNet | 0.191±0.018 | 0.270±0.009 | 0.901±0.010 | 0.117±0.013 |
LinkNet | 0.765±0.034 | 0.961±0.007 | 0.961±0.006 | 0.821±0.056 |
Inception U-Net | 0.659±0.026 | 0.949±0.000 | 0.781±0.052 | 0.576±0.034 |
Attention U-Net | 0.780±0.029 | 0.960±0.000 | 0.758±0.061 | 0.816±0.037 |
Res U-Net | 0.798±0.026 | 0.965±0.000 | 0.815±0.048 | 0.790±0.043 |
R2 U-Net | 0.798±0.025 | 0.965±0.000 | 0.808±0.052 | 0.794±0.036 |
Attn. Res U-Net | 0.797±0.025 | 0.965±0.000 | 0.802±0.054 | 0.801±0.0364 |
U-Net++ | 0.770±0.035 | 0.962±0.000 | 0.810±0.069 | 0.742±0.047 |
Res U-Net++ | 0.755±0.030 | 0.956±0.000 | 0.742±0.059 | 0.780±0.042 |
Super U-Net | 0.808±0.021 | 0.966±0.000 | 0.803±0.045 | 0.818±0.036 |