Table 5.
The calculated distance (cm) between real and predicted ETT locations.
| Group | Loss function | Distance (cm) | |||||
|---|---|---|---|---|---|---|---|
| Fold1 | Fold2 | Fold3 | Fold4 | Fold5 | Mean | ||
| Region-based loss | Dice | 0.3244 | 0.3741 | 0.6841 | 0.6814 | 0.5624 | 0.5253 |
| Tversky | 0.7420 | 0.4166 | 0.5843 | 0.5407 | 0.4392 | 0.5446 | |
| Jaccard | 0.3909 | 0.5124 | 1.6230 | 0.7222 | 0.5468 | 0.7591 | |
| Average = | 0.6096 | ||||||
| Distribution-based loss | BCE | 0.3847 | 0.4069 | 0.4670 | 0.3993 | 0.3498 | 0.4015 |
| Focal | 0.2225 | 0.4317 | 0.3255 | 0.4192 | 0.4765 | 0.3751 | |
| MCC | 0.2996 | 0.4503 | 0.4447 | 0.3289 | 0.4114 | 0.3870 | |
| Average = | 0.3878 | ||||||
| Compound loss | BCE-Dice | 0.1835 | 0.2579 | 0.3905 | 0.3385 | 0.2803 | 0.2901 |
| BCE-Jaccard | 0.1728 | 0.4875 | 0.3546 | 0.3446 | 0.3897 | 0.3498 | |
| BCE-Tversky | 0.2464 | 0.3244 | 0.4573 | 0.3880 | 0.3897 | 0.3611 | |
| Focal-Dice | 0.2180 | 0.5053 | 0.2742 | 0.3420 | 0.3489 | 0.3377 | |
| Focal-Jaccard | 0.2154 | 0.3368 | 0.3352 | 0.3454 | 0.2734 | 0.3012 | |
| Focal-Tversky | 0.2304 | 0.2455 | 0.3052 | 0.2899 | 0.4418 | 0.3168 | |
| MCC-Dice | 0.1959 | 0.3377 | 0.4748 | 0.3506 | 0.4079 | 0.3534 | |
| MCC-Tversky | 0.2358 | 0.3014 | 0.4137 | 0.4270 | 0.4019 | 0.3560 | |
| MCC-Jaccard | 0.3608 | 0.2420 | 0.3449 | 0.3897 | 0.3993 | 0.3473 | |
| Average = | 0.3348 | ||||||
The bold value indicates the minimum average error on different studied folds.