Table 4.
The Reliability of One-shot Finetuning. Artery and Vein Segmentation Results of the Pretrained Model with No Finetuning
| Data set | Vessel | AUC |
Accuracy |
Dice Score |
Sensitivity |
Specificity |
|||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Mean | SD | Mean | SD | Mean | SD | Mean | SD | Mean | SD | ||
| RITE | Artery | 0.947 | 0.012 | 0.968 | 0.006 | 0.418 | 0.054 | 0.288 | 0.046 | 0.997 | 0.001 |
| Vein | 0.951 | 0.010 | 0.961 | 0.006 | 0.384 | 0.064 | 0.254 | 0.047 | 0.997 | 0.001 | |
| HRF | Artery | 0.951 | 0.010 | 0.974 | 0.006 | 0.480 | 0.041 | 0.358 | 0.051 | 0.996 | 0.001 |
| Vein | 0.959 | 0.006 | 0.971 | 0.005 | 0.463 | 0.062 | 0.331 | 0.054 | 0.996 | 0.001 | |
| LES-AV | Artery | 0.963 | 0.008 | 0.978 | 0.005 | 0.542 | 0.055 | 0.393 | 0.050 | 0.998 | 0.001 |
| Vein | 0.942 | 0.017 | 0.967 | 0.007 | 0.395 | 0.073 | 0.299 | 0.067 | 0.993 | 0.001 | |
| AV-WIDE | Artery | 0.919 | 0.014 | 0.973 | 0.005 | 0.378 | 0.074 | 0.263 | 0.059 | 0.996 | 0.001 |
| Vein | 0.910 | 0.010 | 0.962 | 0.005 | 0.107 | 0.037 | 0.068 | 0.024 | 0.993 | 0.001 | |
| PortableAV | Artery | 0.924 | 0.042 | 0.968 | 0.006 | 0.367 | 0.059 | 0.259 | 0.048 | 0.995 | 0.001 |
| Vein | 0.926 | 0.037 | 0.964 | 0.006 | 0.275 | 0.061 | 0.192 | 0.049 | 0.993 | 0.001 | |
| DRSplusAV | Artery | 0.966 | 0.007 | 0.969 | 0.004 | 0.451 | 0.039 | 0.300 | 0.034 | 0.999 | 0.000 |
| Vein | 0.968 | 0.005 | 0.967 | 0.003 | 0.434 | 0.051 | 0.294 | 0.040 | 0.997 | 0.001 | |
AUC = area under the receiver operating characteristic curve; SD = standard deviation.