Table 5.
Cervical intraepithelial neoplasia classification results on OU15-set
| Scoring scheme | Precision | Recall | F1 | ACC | AUC | AP | MCC | κ |
|---|---|---|---|---|---|---|---|---|
| Exact class label | 83.1 | 83.8 | 82.8 | 83.8 | 94.4 | 86.8 | 70.35 | 70.1 |
| CIN versus normal | 91.1 | 91.1 | 91.1 | 91.1 | 90.1 | 95.7 | 81.0 | 81.0 |
| CIN3-CIN2 versus CIN1-normal | 93.2 | 93.2 | 93.8 | 93.2 | 89.1 | 97.8 | 81.6 | 81.3 |
| CIN3 versus CIN2-CIN1-normal | 93.6 | 94.2 | 92.8 | 94.2 | 63.7 | 95.5 | 46.1 | 39.4 |
| Off-by-one | - | - | - | 96.3 | - | - | - | - |
CIN: Cervical intraepithelial neoplasia, F1: F1-score, ACC: Accuracy, AUC: Area under the ROC curve, ROC: Receiver operating characteristic, AP: Average precision, MCC: Matthews correlation coefficient, κ: Cohen’s kappa score