Table 1.
Quantitative evaluation of SCOAT-Net with different loss functions for lung opacification segmentation.
Loss functions | Results (%) |
|||||
---|---|---|---|---|---|---|
DSC | SEN | PPV | VA | RLP | RLR | |
MSE | 83.22 | 71.89 | 83.86 | 87.00 | 81.68 | 81.75 |
IOU [44] | 75.29 | 71.72 | 81.57 | 76.76 | 80.69 | 76.23 |
BCE | 87.76 | 80.04 | 89.62 | 94.37 | 89.35 | 84.97 |
Dice [42] | 84.61 | 88.03 | 86.43 | 87.13 | 85.26 | 83.85 |
Focal [45] | 85.38 | 84.27 | 89.22 | 86.84 | 86.16 | 80.37 |
BCE-Dice | 88.99 | 87.85 | 90.28 | 96.25 | 90.87 | 84.83 |