Table 6.
Cervical intraepithelial neoplasia classification results on OU16-set
| Scoring scheme | Precision | Recall | F1 | ACC | AUC | AP | MCC | κ |
|---|---|---|---|---|---|---|---|---|
| Exact class label | 90.2 | 88.4 | 88.2 | 88.4 | 98.0 | 93.1 | 80.5 | 80.0 |
| CIN versus normal | 97.3 | 97.3 | 97.3 | 97.3 | 97.2 | 99.7 | 94.4 | 94.4 |
| CIN3-CIN2 versus CIN1-normal | 95.7 | 95.6 | 95.5 | 95.5 | 94.0 | 99.1 | 90.3 | 90.0 |
| CIN3 versus CIN2-CIN1-normal | 93.0 | 92.4 | 91.5 | 92.4 | 78.2 | 97.0 | 71.9 | 68.1 |
| Off-by-one | - | - | - | 98.2 | - | - | - | - |
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