Table 2.
Slide-wise performance on the external dataset of the HGH cohort.
Accuracy | NPVa | Specificity | Sensitivity | Precision | F1-score | AUROCb | AUPRCc | |
---|---|---|---|---|---|---|---|---|
Before transfer learning | 0.77 | 0.95 | 0.77 | 0.71 | 0.29 | 0.29 | 0.77 | 0.38 |
After transfer learning | 0.92 | 0.98 | 0.92 | 0.86 | 0.60 | 0.71 | 0.88 | 0.65 |
Performance gain (value, %) | + 0.15 (19.48) | + 0.03 (3.16) | + 0.15 (19.48) | + 0.15 (21.13) | + 0.31 (106.90) | + 0.42 (144.83) | + 0.11 (14.29) | + 0.27 (71.05) |
aNegative predictive value.
bThe area under the receiver-operating characteristics curve.
cThe area under the precision-recall curve.