Table 7.
Cervical intraepithelial neoplasia classification results on the combined set
| Scoring scheme | Precision | Recall | F1 | ACC | AUC | AP | MCC | κ |
|---|---|---|---|---|---|---|---|---|
| Exact class label | 85.0 | 85.0 | 84.2 | 85.0 | 95.5 | 88.3 | 73.0 | 72.7 |
| CIN versus normal | 92.6 | 92.6 | 92.6 | 92.6 | 92.0 | 96.9 | 84.3 | 84.3 |
| CIN3-CIN2 versus CIN1-normal | 93.8 | 93.8 | 93.7 | 93.8 | 90.5 | 98.3 | 84.1 | 83.9 |
| CIN3 versus CIN2-CIN1-normal | 93.7 | 93.8 | 92.6 | 93.8 | 69.7 | 96.0 | 58.3 | 52.9 |
| Off-by-one | - | - | - | 96.7 | - | - | - | - |
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